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Cohort Class Schedule

View upcoming live classes and sessions for our active cohorts.

June 26, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Python Core & Control Flow

Variables, data types, loops, conditionals, list comprehensions, functions, and error handling.

June 26, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 26, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 26, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 26, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 26, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 26, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 27, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Data Structures, File I/O & Git Workflow Lab

Dictionaries, sets, tuples, lambda, map/filter, file reading/writing, and version control with Git.

July 3, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

NumPy for Computation

Array creation, slicing, broadcasting, universal functions, and linear algebra with NumPy.

July 3, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 3, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 3, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 3, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 3, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 3, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 4, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Pandas Data Wrangling & EDA

DataFrames, loc/iloc, merging, handling missing data, GroupBy, pivot tables, and exploratory data analysis.

July 9, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Foundations of Data Engineering: Role of the Data Engineer

Detailed session on Role of the Data Engineer

July 9, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Foundations of AI & Intelligent Systems: History & Evolution of AI

Detailed session on History & Evolution of AI

July 9, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Foundations of AI & Intelligent Automation: AI vs. Traditional Automation

Detailed session on AI vs. Traditional Automation

July 9, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Excel Fundamentals & Analysis: Introduction to Excel & Functions

Detailed session on Introduction to Excel & Functions

July 9, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Python Fundamentals & Version Control: Python Syntax & Environments

Detailed session on Python Syntax & Environments

July 9, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Introduction to Data Analytics & Business Intelligence: What is BI? & Market Overview

Detailed session on What is BI? & Market Overview

July 10, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Feature Engineering

Log transform, binning, polynomial features, one-hot encoding, label encoding, target encoding, and StandardScaler.

July 11, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Foundations of Data Engineering: Cloud vs. On-Premise Architectures

Detailed session on Cloud vs. On-Premise Architectures

July 11, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Foundations of AI & Intelligent Systems: AI Ethics & Responsible Innovation

Detailed session on AI Ethics & Responsible Innovation

July 11, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Foundations of AI & Intelligent Automation: Introduction to Generative AI

Detailed session on Introduction to Generative AI

July 11, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Excel Fundamentals & Analysis: Data Cleaning & Basic Analysis

Detailed session on Data Cleaning & Basic Analysis

July 11, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Python Fundamentals & Version Control: Git, GitHub & Versioning

Detailed session on Git, GitHub & Versioning

July 11, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Introduction to Data Analytics & Business Intelligence: Navigating the Analytics Ecosystem

Detailed session on Navigating the Analytics Ecosystem

July 11, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

ML Workflow & Cross-Validation

Train/validation/test splits, stratified sampling, K-Fold CV, preventing data leakage, and building sklearn pipelines.

July 16, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

SQL Engineering & Advanced Data Manipulation: Query Performance Optimization

Detailed session on Query Performance Optimization

July 16, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Python Programming for AI & Machine Learning: NumPy & Scientific Computing

Detailed session on NumPy & Scientific Computing

July 16, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Prompt Engineering & AI Productivity: Structuring Effective Prompts

Detailed session on Structuring Effective Prompts

July 16, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced Excel & Dashboards: Pivot Tables & Advanced Functions

Detailed session on Pivot Tables & Advanced Functions

July 16, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

NumPy, Pandas & Visualization: Data Manipulation with Pandas

Detailed session on Data Manipulation with Pandas

July 16, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Microsoft Excel Fundamentals for Business Analysis: Essential Business Formulas

Detailed session on Essential Business Formulas

July 17, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Linear & Logistic Regression from Scratch

Least squares, gradient descent, normal equation, sigmoid, log-loss, and L1/L2 regularisation — implemented from scratch then compared with sklearn.

July 18, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

SQL Engineering & Advanced Data Manipulation: Advanced Analytical Window Functions

Detailed session on Advanced Analytical Window Functions

July 18, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Python Programming for AI & Machine Learning: Data Manipulation with Pandas

Detailed session on Data Manipulation with Pandas

July 18, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Prompt Engineering & AI Productivity: AI for Daily Operational Tasks

Detailed session on AI for Daily Operational Tasks

July 18, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced Excel & Dashboards: Building Excel Dashboards

Detailed session on Building Excel Dashboards

July 18, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

NumPy, Pandas & Visualization: Visualizing with Matplotlib & Seaborn

Detailed session on Visualizing with Matplotlib & Seaborn

July 18, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Microsoft Excel Fundamentals for Business Analysis: Data Formatting & Structures

Detailed session on Data Formatting & Structures

July 18, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Model Evaluation Deep Dive

ROC-AUC, PR curves, threshold tuning, confusion matrix, regression metrics (RMSE, MAE, R²) — Module 1 Assessment & Project briefing.

July 23, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Relational & NoSQL Database Systems: PostgreSQL & MySQL Administration

Detailed session on PostgreSQL & MySQL Administration

July 23, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Data Science Foundations for Machine Learning: Exploratory Data Analysis (EDA)

Detailed session on Exploratory Data Analysis (EDA)

July 23, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Workflow Architecture & Process Strategy: Mapping Business Processes

Detailed session on Mapping Business Processes

July 23, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

SQL Architecture & Databases: Relational Database Concepts & SQL Basics

Detailed session on Relational Database Concepts & SQL Basics

July 23, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Feature Engineering & ML Pipeline Basics: Handling Missing Data & Scaling

Detailed session on Handling Missing Data & Scaling

July 23, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Excel for Analytics & Reporting: VLOOKUP, INDEX & MATCH

Detailed session on VLOOKUP, INDEX & MATCH

July 24, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Decision Trees & Random Forests

Gini impurity, entropy, information gain, bagging, OOB error, feature importance — build a Decision Tree from scratch.

July 25, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Relational & NoSQL Database Systems: Working with MongoDB & Cassandra

Detailed session on Working with MongoDB & Cassandra

July 25, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Data Science Foundations for Machine Learning: Advanced Data Cleaning Techniques

Detailed session on Advanced Data Cleaning Techniques

July 25, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Workflow Architecture & Process Strategy: Event-Driven Logical Architectures

Detailed session on Event-Driven Logical Architectures

July 25, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

SQL Architecture & Databases: Joins, Grouping & Aggregations

Detailed session on Joins, Grouping & Aggregations

July 25, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Feature Engineering & ML Pipeline Basics: Cross-Validation & Pipeline Construction

Detailed session on Cross-Validation & Pipeline Construction

July 25, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Excel for Analytics & Reporting: Advanced Pivot Tables & Slicers

Detailed session on Advanced Pivot Tables & Slicers

July 25, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Handling Imbalanced Data

Class weighting, SMOTE, random undersampling, Tomek Links — measure precision/recall before and after resampling.

July 30, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Python for Data Engineering: OS & Sys Module Scripting

Detailed session on OS & Sys Module Scripting

July 30, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Supervised Machine Learning: Classification vs. Regression Paradigms

Detailed session on Classification vs. Regression Paradigms

July 30, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Intelligent Workflow Automation with Zapier: Navigating the Zapier Ecosystem

Detailed session on Navigating the Zapier Ecosystem

July 30, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced SQL Engineering: Subqueries & Window Functions

Detailed session on Subqueries & Window Functions

July 30, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Regression Models: Linear Regression Fundamentals

Detailed session on Linear Regression Fundamentals

July 30, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

SQL Fundamentals for Business Professionals: Basic SELECT Statements & Syntax

Detailed session on Basic SELECT Statements & Syntax

July 31, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Support Vector Machines

Hyperplane, margin maximisation, soft margin, hinge loss, RBF & polynomial kernels — tune C and Gamma.

August 1, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Python for Data Engineering: Parallel Processing in Python

Detailed session on Parallel Processing in Python

August 1, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Supervised Machine Learning: Evaluating Supervised Models

Detailed session on Evaluating Supervised Models

August 1, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Intelligent Workflow Automation with Zapier: Automating CRM Integrations

Detailed session on Automating CRM Integrations

August 1, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced SQL Engineering: Database Architecture & Optimization

Detailed session on Database Architecture & Optimization

August 1, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Regression Models: Logistic Regression for Classification

Detailed session on Logistic Regression for Classification

August 1, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

SQL Fundamentals for Business Professionals: Filtering, Sorting & Limit clauses

Detailed session on Filtering, Sorting & Limit clauses

August 1, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Naive Bayes & Text Classification

Gaussian, Multinomial & Bernoulli Naive Bayes, TF-IDF vectorisation, Laplace smoothing — spam/news classifier.

August 6, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

ETL & ELT Pipeline Engineering: Designing ETL Architectures

Detailed session on Designing ETL Architectures

August 6, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Unsupervised Learning & Clustering Systems: Dimensionality Reduction

Detailed session on Dimensionality Reduction

August 6, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Advanced Workflow Systems with Make.com: Building Visual Workflows

Detailed session on Building Visual Workflows

August 6, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Python for Data Automation: Python Basics & Data Structures

Detailed session on Python Basics & Data Structures

August 6, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Tree-Based Models: Decision Trees & Entropy

Detailed session on Decision Trees & Entropy

August 6, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced SQL for Data Analysis: Grouping & Aggregate Functions

Detailed session on Grouping & Aggregate Functions

August 7, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Boosting Algorithms: AdaBoost, XGBoost & LightGBM

Boosting mechanics, exponential loss, learning rate, early stopping, and LightGBM leaf-wise growth.

August 8, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

ETL & ELT Pipeline Engineering: Introduction to Apache Airflow

Detailed session on Introduction to Apache Airflow

August 8, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Unsupervised Learning & Clustering Systems: K-Means Clustering Applications

Detailed session on K-Means Clustering Applications

August 8, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Advanced Workflow Systems with Make.com: Conditional Routing & Logic

Detailed session on Conditional Routing & Logic

August 8, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Python for Data Automation: Data Wrangling with Pandas

Detailed session on Data Wrangling with Pandas

August 8, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Tree-Based Models: Random Forests & Ensemble Learning

Detailed session on Random Forests & Ensemble Learning

August 8, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced SQL for Data Analysis: Advanced Table Joins

Detailed session on Advanced Table Joins

August 8, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Bayesian Hyperparameter Optimisation with Optuna

Gaussian processes, acquisition functions, Optuna trials, AutoML with TPOT — tune XGBoost and compare.

August 13, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 13, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 13, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 13, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 13, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 13, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 14, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Unsupervised Learning: Clustering

K-Means objective & k-means++, elbow method, DBSCAN (eps, min_samples, noise), Hierarchical clustering & dendrograms.

August 15, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Dimensionality Reduction: PCA, t-SNE & UMAP

Covariance matrix, eigenvalue decomposition, explained variance — PCA from scratch; t-SNE perplexity tuning; UMAP global structure. Module 2 Assessment & Project briefing.

August 20, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Cloud Data Engineering: Data Lakes with AWS S3 & Redshift

Detailed session on Data Lakes with AWS S3 & Redshift

August 20, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Deep Learning & Neural Networks: Forward & Backpropagation Algorithms

Detailed session on Forward & Backpropagation Algorithms

August 20, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Enterprise Automation Engineering with n8n: Self-Hosted n8n Operations

Detailed session on Self-Hosted n8n Operations

August 20, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced Python Modeling: Statistical Modeling in Python

Detailed session on Statistical Modeling in Python

August 20, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

SVM & Naive Bayes: Support Vector Machines & Kernels

Detailed session on Support Vector Machines & Kernels

August 20, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Python Fundamentals for Data Analysis: Python Data Types & Variables

Detailed session on Python Data Types & Variables

August 21, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Time Series Fundamentals & ARIMA

Timestamp indexing, resampling, rolling windows, stationarity (ADF test), ACF/PACF, ARIMA & SARIMA modelling.

August 22, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Cloud Data Engineering: GCP BigQuery Fundamentals

Detailed session on GCP BigQuery Fundamentals

August 22, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Deep Learning & Neural Networks: Building Networks with Keras & TensorFlow

Detailed session on Building Networks with Keras & TensorFlow

August 22, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Enterprise Automation Engineering with n8n: Building Complex Enterprise Automations

Detailed session on Building Complex Enterprise Automations

August 22, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Advanced Python Modeling: Building Automation Scripts

Detailed session on Building Automation Scripts

August 22, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

SVM & Naive Bayes: Naive Bayes & Text Classification

Detailed session on Naive Bayes & Text Classification

August 22, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Python Fundamentals for Data Analysis: Loops & Control Flow in Python

Detailed session on Loops & Control Flow in Python

August 22, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Facebook Prophet & Recommender Systems

Prophet changepoints, holiday effects, uncertainty intervals; user-item matrices, cosine similarity, ALS matrix factorisation.

August 27, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Data Warehousing & Analytics Engineering: Star vs. Snowflake Schemas

Detailed session on Star vs. Snowflake Schemas

August 27, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Computer Vision & Image Intelligence: Convolutional Neural Networks (CNNs)

Detailed session on Convolutional Neural Networks (CNNs)

August 27, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Intelligent Data Systems & Reporting: Airtable Relational Databases

Detailed session on Airtable Relational Databases

August 27, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Power BI Fundamentals: Power BI Interface & Power Query

Detailed session on Power BI Interface & Power Query

August 27, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

KNN, Boosting & AutoML: K-Nearest Neighbors & Clustering Intro

Detailed session on K-Nearest Neighbors & Clustering Intro

August 27, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Python for Business Analytics: Analyzing Business Trends with Scripts

Detailed session on Analyzing Business Trends with Scripts

August 28, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Advanced Hyperparameter Tuning & LLM Bridge

GridSearchCV vs RandomizedSearchCV vs Bayesian Optuna; from classical ML to transformers: attention, BERT, GPT, T5.

August 29, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Data Warehousing & Analytics Engineering: Data Modeling with dbt

Detailed session on Data Modeling with dbt

August 29, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Computer Vision & Image Intelligence: Image Augmentation & Processing

Detailed session on Image Augmentation & Processing

August 29, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Intelligent Data Systems & Reporting: Automated Executive Dashboards

Detailed session on Automated Executive Dashboards

August 29, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Power BI Fundamentals: DAX Expressions & Relationships

Detailed session on DAX Expressions & Relationships

August 29, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

KNN, Boosting & AutoML: Gradient Boosting & XGBoost Mastery

Detailed session on Gradient Boosting & XGBoost Mastery

August 29, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Python for Business Analytics: Python for Finance & Operations

Detailed session on Python for Finance & Operations

August 29, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Neural Networks & Transformer Architectures

Perceptron, backpropagation, self-attention mechanism, GPT decoder-only vs BERT bidirectional encoder, prompt engineering basics.

September 3, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Big Data Engineering & Distributed Systems: Hadoop Ecosystem & HDFS

Detailed session on Hadoop Ecosystem & HDFS

September 3, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Natural Language Processing (NLP): Tokenization & Text Processing

Detailed session on Tokenization & Text Processing

September 3, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

APIs, Webhooks & Connected Systems: Webhooks Integration Basics

Detailed session on Webhooks Integration Basics

September 3, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Tableau & Visual Analytics: Introduction to Tableau

Detailed session on Introduction to Tableau

September 3, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Unsupervised Learning: K-Means & Principal Component Analysis (PCA)

Detailed session on K-Means & Principal Component Analysis (PCA)

September 3, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Data Visualization Principles & Storytelling: Color Theory & Layouts

Detailed session on Color Theory & Layouts

September 4, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

LangChain Foundations

Chains, prompt templates, memory types (buffer, summary, entity), multi-step prompts, chain-of-thought and ReAct patterns.

September 5, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Big Data Engineering & Distributed Systems: Apache Spark & PySpark Processing

Detailed session on Apache Spark & PySpark Processing

September 5, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Natural Language Processing (NLP): Sentiment Analysis & Language Models

Detailed session on Sentiment Analysis & Language Models

September 5, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

APIs, Webhooks & Connected Systems: Securing Connected Infrastructure

Detailed session on Securing Connected Infrastructure

September 5, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Tableau & Visual Analytics: Advanced Tableau Dashboards

Detailed session on Advanced Tableau Dashboards

September 5, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Unsupervised Learning: Anomaly Detection Systems

Detailed session on Anomaly Detection Systems

September 5, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Data Visualization Principles & Storytelling: Presenting Dashboards to Executives

Detailed session on Presenting Dashboards to Executives

September 5, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

RAG Pipelines, Vector Stores & LangChain Agents

Document loaders, text splitters, FAISS & Chroma embeddings, custom tools, agent types — build an end-to-end RAG chatbot.

September 10, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Real-Time Data Processing & Streaming Systems: Kafka Architecture & Setup

Detailed session on Kafka Architecture & Setup

September 10, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Generative AI & Large Language Models (LLMs): Understanding Transformers Architecture

Detailed session on Understanding Transformers Architecture

September 10, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Conversational AI & Intelligent Customer Experience: Designing Conversational Chatbots

Detailed session on Designing Conversational Chatbots

September 10, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Data Storytelling & Strategy: Visualization Best Practices

Detailed session on Visualization Best Practices

September 10, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Time Series & Recommender Systems: Forecasting with Time Series Data

Detailed session on Forecasting with Time Series Data

September 10, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Power BI Fundamentals: Power BI Desktop Interface

Detailed session on Power BI Desktop Interface

September 11, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Generative Models: GANs & Diffusion

Generator/discriminator minimax game, DCGAN, WGAN, StyleGAN; forward/reverse diffusion, U-Net, Stable Diffusion.

September 12, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Real-Time Data Processing & Streaming Systems: Real-Time Streaming with Spark

Detailed session on Real-Time Streaming with Spark

September 12, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Generative AI & Large Language Models (LLMs): Advanced Prompt Engineering

Detailed session on Advanced Prompt Engineering

September 12, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Conversational AI & Intelligent Customer Experience: Support Ticketing Automation

Detailed session on Support Ticketing Automation

September 12, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Data Storytelling & Strategy: Crafting Business Narratives

Detailed session on Crafting Business Narratives

September 12, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Time Series & Recommender Systems: Building Collaborative Filtering Engines

Detailed session on Building Collaborative Filtering Engines

September 12, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Power BI Fundamentals: Data Ingestion & Power Query

Detailed session on Data Ingestion & Power Query

September 12, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Deployment, AI Ethics & Career Launch

Streamlit/Flask LLM app deployment, API key management, bias in generative models, responsible AI. Module 3 Assessment & Project briefing.

September 17, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

APIs, Data Integration & Automation: Building REST APIs for Pipelines

Detailed session on Building REST APIs for Pipelines

September 17, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

AI Deployment, APIs & MLOps: Model Registries & Versioning

Detailed session on Model Registries & Versioning

September 17, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Business Automation Strategy: Optimizing Marketing Automation

Detailed session on Optimizing Marketing Automation

September 17, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

ETL & Dirty Data Pipelines: ETL Architecture & Principles

Detailed session on ETL Architecture & Principles

September 17, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Optimization & The ML-to-LLM Bridge: Hyperparameter Tuning with Optuna

Detailed session on Hyperparameter Tuning with Optuna

September 17, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Power BI for Business Intelligence: Mastering DAX Functions

Detailed session on Mastering DAX Functions

September 18, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Capstone Project Workshop

Code review session, debugging, README polish, GitHub portfolio curation, CV & LinkedIn optimisation.

September 19, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Power BI for Business Intelligence: Connecting Multiple Data Sources

Detailed session on Connecting Multiple Data Sources

September 19, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

APIs, Data Integration & Automation: Webhooks & Automated Triggers

Detailed session on Webhooks & Automated Triggers

September 19, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

AI Deployment, APIs & MLOps: Deploying AI via REST APIs

Detailed session on Deploying AI via REST APIs

September 19, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Business Automation Strategy: HR & Operations Transformation

Detailed session on HR & Operations Transformation

September 19, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

ETL & Dirty Data Pipelines: Transforming Messy Real-World Data

Detailed session on Transforming Messy Real-World Data

September 19, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Optimization & The ML-to-LLM Bridge: Machine Learning Architecture for AI

Detailed session on Machine Learning Architecture for AI

September 19, 2026 5:00 PM (UTC)
Data Science & AI Mastery - Data Science & AI Mastery — Cohort 1 (2026)

Final Presentations & Graduation

Capstone demos, final assessment debrief, certificate award, alumni network onboarding, and career next steps.

September 24, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Tableau Fundamentals & Visual Analytics: Navigating the Tableau Workspace

Detailed session on Navigating the Tableau Workspace

September 24, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Data Governance, Security & Compliance: Data Privacy, GDPR & PII

Detailed session on Data Privacy, GDPR & PII

September 24, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

AI Automation & Intelligent Business Systems: Integrating AI into Workflows

Detailed session on Integrating AI into Workflows

September 24, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

AI Agents & Autonomous Decision Engines: Frameworks for AI Agents

Detailed session on Frameworks for AI Agents

September 24, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

C-Suite Presentation Skills: Translating Technical Findings

Detailed session on Translating Technical Findings

September 24, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

LLM Integration with LangChain: Introduction to Large Language Models

Detailed session on Introduction to Large Language Models

September 26, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Tableau Fundamentals & Visual Analytics: Building Your First Worksheets

Detailed session on Building Your First Worksheets

September 26, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

Data Governance, Security & Compliance: Identity & Access Control Systems

Detailed session on Identity & Access Control Systems

September 26, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

AI Automation & Intelligent Business Systems: Customer Support AI Agents

Detailed session on Customer Support AI Agents

September 26, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

AI Agents & Autonomous Decision Engines: Designing Autonomous Systems

Detailed session on Designing Autonomous Systems

September 26, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

C-Suite Presentation Skills: Executive Reporting & Strategy

Detailed session on Executive Reporting & Strategy

September 26, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

LLM Integration with LangChain: Developing Apps with LangChain

Detailed session on Developing Apps with LangChain

October 1, 2026 6:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Tableau & Executive Reporting: Calculated Fields in Tableau

Detailed session on Calculated Fields in Tableau

October 1, 2026 6:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

AI Infrastructure & Intelligent Data Systems: Infrastructure for Serving ML Models

Detailed session on Infrastructure for Serving ML Models

October 1, 2026 6:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Advanced AI Systems & Executive Capstone: Multi-Agent AI Systems

Detailed session on Multi-Agent AI Systems

October 1, 2026 6:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Executive Digital Transformation Capstone: Strategic Transformation Formulation

Detailed session on Strategic Transformation Formulation

October 1, 2026 6:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Executive Capstone: Capstone Scoping & Data Setup

Detailed session on Capstone Scoping & Data Setup

October 1, 2026 6:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Generative Models & Career Launch: Deploying Generative AI Applications

Detailed session on Deploying Generative AI Applications

October 3, 2026 1:00 PM (UTC)
Data Analytics for Business Professionals - Beta Cohort

Advanced Tableau & Executive Reporting: Interactive Executive Dashboards

Detailed session on Interactive Executive Dashboards

October 3, 2026 1:00 PM (UTC)
Data Engineering & Intelligent Data Systems - Beta Cohort

AI Infrastructure & Intelligent Data Systems: Final Capstone Pipeline Deployment

Detailed session on Final Capstone Pipeline Deployment

October 3, 2026 1:00 PM (UTC)
Artificial Intelligence & Machine Learning Engineering - Beta Cohort

Advanced AI Systems & Executive Capstone: Executive Capstone Delivery

Detailed session on Executive Capstone Delivery

October 3, 2026 1:00 PM (UTC)
AI Automation, Intelligent Systems & Digital Transformation - Beta Cohort

Executive Digital Transformation Capstone: Final Capstone Presentation

Detailed session on Final Capstone Presentation

October 3, 2026 1:00 PM (UTC)
Full-Stack Data Analytics - Beta Cohort

Executive Capstone: Final Capstone Defense

Detailed session on Final Capstone Defense

October 3, 2026 1:00 PM (UTC)
Data Science & AI Mastery - Beta Cohort

Generative Models & Career Launch: Capstone Finalization & Portfolio Review

Detailed session on Capstone Finalization & Portfolio Review

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

No upcoming schedules found for this course.

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Introduction to Data Analytics & Business Intelligence: What is BI? & Market Overview

Detailed session on What is BI? & Market Overview

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Introduction to Data Analytics & Business Intelligence: Navigating the Analytics Ecosystem

Detailed session on Navigating the Analytics Ecosystem

July 16, 2026 6:00 PM (UTC)
Beta Cohort

Microsoft Excel Fundamentals for Business Analysis: Essential Business Formulas

Detailed session on Essential Business Formulas

July 18, 2026 1:00 PM (UTC)
Beta Cohort

Microsoft Excel Fundamentals for Business Analysis: Data Formatting & Structures

Detailed session on Data Formatting & Structures

July 23, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Excel for Analytics & Reporting: VLOOKUP, INDEX & MATCH

Detailed session on VLOOKUP, INDEX & MATCH

July 25, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Excel for Analytics & Reporting: Advanced Pivot Tables & Slicers

Detailed session on Advanced Pivot Tables & Slicers

July 30, 2026 6:00 PM (UTC)
Beta Cohort

SQL Fundamentals for Business Professionals: Basic SELECT Statements & Syntax

Detailed session on Basic SELECT Statements & Syntax

August 1, 2026 1:00 PM (UTC)
Beta Cohort

SQL Fundamentals for Business Professionals: Filtering, Sorting & Limit clauses

Detailed session on Filtering, Sorting & Limit clauses

August 6, 2026 6:00 PM (UTC)
Beta Cohort

Advanced SQL for Data Analysis: Grouping & Aggregate Functions

Detailed session on Grouping & Aggregate Functions

August 8, 2026 1:00 PM (UTC)
Beta Cohort

Advanced SQL for Data Analysis: Advanced Table Joins

Detailed session on Advanced Table Joins

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 20, 2026 6:00 PM (UTC)
Beta Cohort

Python Fundamentals for Data Analysis: Python Data Types & Variables

Detailed session on Python Data Types & Variables

August 22, 2026 1:00 PM (UTC)
Beta Cohort

Python Fundamentals for Data Analysis: Loops & Control Flow in Python

Detailed session on Loops & Control Flow in Python

August 27, 2026 6:00 PM (UTC)
Beta Cohort

Python for Business Analytics: Analyzing Business Trends with Scripts

Detailed session on Analyzing Business Trends with Scripts

August 29, 2026 1:00 PM (UTC)
Beta Cohort

Python for Business Analytics: Python for Finance & Operations

Detailed session on Python for Finance & Operations

September 3, 2026 6:00 PM (UTC)
Beta Cohort

Data Visualization Principles & Storytelling: Color Theory & Layouts

Detailed session on Color Theory & Layouts

September 5, 2026 1:00 PM (UTC)
Beta Cohort

Data Visualization Principles & Storytelling: Presenting Dashboards to Executives

Detailed session on Presenting Dashboards to Executives

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Power BI Fundamentals: Power BI Desktop Interface

Detailed session on Power BI Desktop Interface

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Power BI Fundamentals: Data Ingestion & Power Query

Detailed session on Data Ingestion & Power Query

September 17, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Power BI for Business Intelligence: Mastering DAX Functions

Detailed session on Mastering DAX Functions

September 19, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Power BI for Business Intelligence: Connecting Multiple Data Sources

Detailed session on Connecting Multiple Data Sources

September 24, 2026 6:00 PM (UTC)
Beta Cohort

Tableau Fundamentals & Visual Analytics: Navigating the Tableau Workspace

Detailed session on Navigating the Tableau Workspace

September 26, 2026 1:00 PM (UTC)
Beta Cohort

Tableau Fundamentals & Visual Analytics: Building Your First Worksheets

Detailed session on Building Your First Worksheets

October 1, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Tableau & Executive Reporting: Calculated Fields in Tableau

Detailed session on Calculated Fields in Tableau

October 3, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Tableau & Executive Reporting: Interactive Executive Dashboards

Detailed session on Interactive Executive Dashboards

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Foundations of AI & Intelligent Systems: History & Evolution of AI

Detailed session on History & Evolution of AI

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Foundations of AI & Intelligent Systems: AI Ethics & Responsible Innovation

Detailed session on AI Ethics & Responsible Innovation

July 16, 2026 6:00 PM (UTC)
Beta Cohort

Python Programming for AI & Machine Learning: NumPy & Scientific Computing

Detailed session on NumPy & Scientific Computing

July 18, 2026 1:00 PM (UTC)
Beta Cohort

Python Programming for AI & Machine Learning: Data Manipulation with Pandas

Detailed session on Data Manipulation with Pandas

July 23, 2026 6:00 PM (UTC)
Beta Cohort

Data Science Foundations for Machine Learning: Exploratory Data Analysis (EDA)

Detailed session on Exploratory Data Analysis (EDA)

July 25, 2026 1:00 PM (UTC)
Beta Cohort

Data Science Foundations for Machine Learning: Advanced Data Cleaning Techniques

Detailed session on Advanced Data Cleaning Techniques

July 30, 2026 6:00 PM (UTC)
Beta Cohort

Supervised Machine Learning: Classification vs. Regression Paradigms

Detailed session on Classification vs. Regression Paradigms

August 1, 2026 1:00 PM (UTC)
Beta Cohort

Supervised Machine Learning: Evaluating Supervised Models

Detailed session on Evaluating Supervised Models

August 6, 2026 6:00 PM (UTC)
Beta Cohort

Unsupervised Learning & Clustering Systems: Dimensionality Reduction

Detailed session on Dimensionality Reduction

August 8, 2026 1:00 PM (UTC)
Beta Cohort

Unsupervised Learning & Clustering Systems: K-Means Clustering Applications

Detailed session on K-Means Clustering Applications

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 20, 2026 6:00 PM (UTC)
Beta Cohort

Deep Learning & Neural Networks: Forward & Backpropagation Algorithms

Detailed session on Forward & Backpropagation Algorithms

August 22, 2026 1:00 PM (UTC)
Beta Cohort

Deep Learning & Neural Networks: Building Networks with Keras & TensorFlow

Detailed session on Building Networks with Keras & TensorFlow

August 27, 2026 6:00 PM (UTC)
Beta Cohort

Computer Vision & Image Intelligence: Convolutional Neural Networks (CNNs)

Detailed session on Convolutional Neural Networks (CNNs)

August 29, 2026 1:00 PM (UTC)
Beta Cohort

Computer Vision & Image Intelligence: Image Augmentation & Processing

Detailed session on Image Augmentation & Processing

September 3, 2026 6:00 PM (UTC)
Beta Cohort

Natural Language Processing (NLP): Tokenization & Text Processing

Detailed session on Tokenization & Text Processing

September 5, 2026 1:00 PM (UTC)
Beta Cohort

Natural Language Processing (NLP): Sentiment Analysis & Language Models

Detailed session on Sentiment Analysis & Language Models

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Generative AI & Large Language Models (LLMs): Understanding Transformers Architecture

Detailed session on Understanding Transformers Architecture

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Generative AI & Large Language Models (LLMs): Advanced Prompt Engineering

Detailed session on Advanced Prompt Engineering

September 17, 2026 6:00 PM (UTC)
Beta Cohort

AI Deployment, APIs & MLOps: Model Registries & Versioning

Detailed session on Model Registries & Versioning

September 19, 2026 1:00 PM (UTC)
Beta Cohort

AI Deployment, APIs & MLOps: Deploying AI via REST APIs

Detailed session on Deploying AI via REST APIs

September 24, 2026 6:00 PM (UTC)
Beta Cohort

AI Automation & Intelligent Business Systems: Integrating AI into Workflows

Detailed session on Integrating AI into Workflows

September 26, 2026 1:00 PM (UTC)
Beta Cohort

AI Automation & Intelligent Business Systems: Customer Support AI Agents

Detailed session on Customer Support AI Agents

October 1, 2026 6:00 PM (UTC)
Beta Cohort

Advanced AI Systems & Executive Capstone: Multi-Agent AI Systems

Detailed session on Multi-Agent AI Systems

October 3, 2026 1:00 PM (UTC)
Beta Cohort

Advanced AI Systems & Executive Capstone: Executive Capstone Delivery

Detailed session on Executive Capstone Delivery

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Foundations of AI & Intelligent Automation: AI vs. Traditional Automation

Detailed session on AI vs. Traditional Automation

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Foundations of AI & Intelligent Automation: Introduction to Generative AI

Detailed session on Introduction to Generative AI

July 16, 2026 6:00 PM (UTC)
Beta Cohort

Prompt Engineering & AI Productivity: Structuring Effective Prompts

Detailed session on Structuring Effective Prompts

July 18, 2026 1:00 PM (UTC)
Beta Cohort

Prompt Engineering & AI Productivity: AI for Daily Operational Tasks

Detailed session on AI for Daily Operational Tasks

July 23, 2026 6:00 PM (UTC)
Beta Cohort

Workflow Architecture & Process Strategy: Mapping Business Processes

Detailed session on Mapping Business Processes

July 25, 2026 1:00 PM (UTC)
Beta Cohort

Workflow Architecture & Process Strategy: Event-Driven Logical Architectures

Detailed session on Event-Driven Logical Architectures

July 30, 2026 6:00 PM (UTC)
Beta Cohort

Intelligent Workflow Automation with Zapier: Navigating the Zapier Ecosystem

Detailed session on Navigating the Zapier Ecosystem

August 1, 2026 1:00 PM (UTC)
Beta Cohort

Intelligent Workflow Automation with Zapier: Automating CRM Integrations

Detailed session on Automating CRM Integrations

August 6, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Workflow Systems with Make.com: Building Visual Workflows

Detailed session on Building Visual Workflows

August 8, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Workflow Systems with Make.com: Conditional Routing & Logic

Detailed session on Conditional Routing & Logic

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 20, 2026 6:00 PM (UTC)
Beta Cohort

Enterprise Automation Engineering with n8n: Self-Hosted n8n Operations

Detailed session on Self-Hosted n8n Operations

August 22, 2026 1:00 PM (UTC)
Beta Cohort

Enterprise Automation Engineering with n8n: Building Complex Enterprise Automations

Detailed session on Building Complex Enterprise Automations

August 27, 2026 6:00 PM (UTC)
Beta Cohort

Intelligent Data Systems & Reporting: Airtable Relational Databases

Detailed session on Airtable Relational Databases

August 29, 2026 1:00 PM (UTC)
Beta Cohort

Intelligent Data Systems & Reporting: Automated Executive Dashboards

Detailed session on Automated Executive Dashboards

September 3, 2026 6:00 PM (UTC)
Beta Cohort

APIs, Webhooks & Connected Systems: Webhooks Integration Basics

Detailed session on Webhooks Integration Basics

September 5, 2026 1:00 PM (UTC)
Beta Cohort

APIs, Webhooks & Connected Systems: Securing Connected Infrastructure

Detailed session on Securing Connected Infrastructure

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Conversational AI & Intelligent Customer Experience: Designing Conversational Chatbots

Detailed session on Designing Conversational Chatbots

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Conversational AI & Intelligent Customer Experience: Support Ticketing Automation

Detailed session on Support Ticketing Automation

September 17, 2026 6:00 PM (UTC)
Beta Cohort

Business Automation Strategy: Optimizing Marketing Automation

Detailed session on Optimizing Marketing Automation

September 19, 2026 1:00 PM (UTC)
Beta Cohort

Business Automation Strategy: HR & Operations Transformation

Detailed session on HR & Operations Transformation

September 24, 2026 6:00 PM (UTC)
Beta Cohort

AI Agents & Autonomous Decision Engines: Frameworks for AI Agents

Detailed session on Frameworks for AI Agents

September 26, 2026 1:00 PM (UTC)
Beta Cohort

AI Agents & Autonomous Decision Engines: Designing Autonomous Systems

Detailed session on Designing Autonomous Systems

October 1, 2026 6:00 PM (UTC)
Beta Cohort

Executive Digital Transformation Capstone: Strategic Transformation Formulation

Detailed session on Strategic Transformation Formulation

October 3, 2026 1:00 PM (UTC)
Beta Cohort

Executive Digital Transformation Capstone: Final Capstone Presentation

Detailed session on Final Capstone Presentation

June 26, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Python Core & Control Flow

Variables, data types, loops, conditionals, list comprehensions, functions, and error handling.

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

June 27, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Data Structures, File I/O & Git Workflow Lab

Dictionaries, sets, tuples, lambda, map/filter, file reading/writing, and version control with Git.

July 3, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

NumPy for Computation

Array creation, slicing, broadcasting, universal functions, and linear algebra with NumPy.

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 4, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Pandas Data Wrangling & EDA

DataFrames, loc/iloc, merging, handling missing data, GroupBy, pivot tables, and exploratory data analysis.

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Python Fundamentals & Version Control: Python Syntax & Environments

Detailed session on Python Syntax & Environments

July 10, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Feature Engineering

Log transform, binning, polynomial features, one-hot encoding, label encoding, target encoding, and StandardScaler.

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Python Fundamentals & Version Control: Git, GitHub & Versioning

Detailed session on Git, GitHub & Versioning

July 11, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

ML Workflow & Cross-Validation

Train/validation/test splits, stratified sampling, K-Fold CV, preventing data leakage, and building sklearn pipelines.

July 16, 2026 6:00 PM (UTC)
Beta Cohort

NumPy, Pandas & Visualization: Data Manipulation with Pandas

Detailed session on Data Manipulation with Pandas

July 17, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Linear & Logistic Regression from Scratch

Least squares, gradient descent, normal equation, sigmoid, log-loss, and L1/L2 regularisation — implemented from scratch then compared with sklearn.

July 18, 2026 1:00 PM (UTC)
Beta Cohort

NumPy, Pandas & Visualization: Visualizing with Matplotlib & Seaborn

Detailed session on Visualizing with Matplotlib & Seaborn

July 18, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Model Evaluation Deep Dive

ROC-AUC, PR curves, threshold tuning, confusion matrix, regression metrics (RMSE, MAE, R²) — Module 1 Assessment & Project briefing.

July 23, 2026 6:00 PM (UTC)
Beta Cohort

Feature Engineering & ML Pipeline Basics: Handling Missing Data & Scaling

Detailed session on Handling Missing Data & Scaling

July 24, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Decision Trees & Random Forests

Gini impurity, entropy, information gain, bagging, OOB error, feature importance — build a Decision Tree from scratch.

July 25, 2026 1:00 PM (UTC)
Beta Cohort

Feature Engineering & ML Pipeline Basics: Cross-Validation & Pipeline Construction

Detailed session on Cross-Validation & Pipeline Construction

July 25, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Handling Imbalanced Data

Class weighting, SMOTE, random undersampling, Tomek Links — measure precision/recall before and after resampling.

July 30, 2026 6:00 PM (UTC)
Beta Cohort

Regression Models: Linear Regression Fundamentals

Detailed session on Linear Regression Fundamentals

July 31, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Support Vector Machines

Hyperplane, margin maximisation, soft margin, hinge loss, RBF & polynomial kernels — tune C and Gamma.

August 1, 2026 1:00 PM (UTC)
Beta Cohort

Regression Models: Logistic Regression for Classification

Detailed session on Logistic Regression for Classification

August 1, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Naive Bayes & Text Classification

Gaussian, Multinomial & Bernoulli Naive Bayes, TF-IDF vectorisation, Laplace smoothing — spam/news classifier.

August 6, 2026 6:00 PM (UTC)
Beta Cohort

Tree-Based Models: Decision Trees & Entropy

Detailed session on Decision Trees & Entropy

August 7, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Boosting Algorithms: AdaBoost, XGBoost & LightGBM

Boosting mechanics, exponential loss, learning rate, early stopping, and LightGBM leaf-wise growth.

August 8, 2026 1:00 PM (UTC)
Beta Cohort

Tree-Based Models: Random Forests & Ensemble Learning

Detailed session on Random Forests & Ensemble Learning

August 8, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Bayesian Hyperparameter Optimisation with Optuna

Gaussian processes, acquisition functions, Optuna trials, AutoML with TPOT — tune XGBoost and compare.

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 14, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Unsupervised Learning: Clustering

K-Means objective & k-means++, elbow method, DBSCAN (eps, min_samples, noise), Hierarchical clustering & dendrograms.

August 15, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Dimensionality Reduction: PCA, t-SNE & UMAP

Covariance matrix, eigenvalue decomposition, explained variance — PCA from scratch; t-SNE perplexity tuning; UMAP global structure. Module 2 Assessment & Project briefing.

August 20, 2026 6:00 PM (UTC)
Beta Cohort

SVM & Naive Bayes: Support Vector Machines & Kernels

Detailed session on Support Vector Machines & Kernels

August 21, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Time Series Fundamentals & ARIMA

Timestamp indexing, resampling, rolling windows, stationarity (ADF test), ACF/PACF, ARIMA & SARIMA modelling.

August 22, 2026 1:00 PM (UTC)
Beta Cohort

SVM & Naive Bayes: Naive Bayes & Text Classification

Detailed session on Naive Bayes & Text Classification

August 22, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Facebook Prophet & Recommender Systems

Prophet changepoints, holiday effects, uncertainty intervals; user-item matrices, cosine similarity, ALS matrix factorisation.

August 27, 2026 6:00 PM (UTC)
Beta Cohort

KNN, Boosting & AutoML: K-Nearest Neighbors & Clustering Intro

Detailed session on K-Nearest Neighbors & Clustering Intro

August 28, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Advanced Hyperparameter Tuning & LLM Bridge

GridSearchCV vs RandomizedSearchCV vs Bayesian Optuna; from classical ML to transformers: attention, BERT, GPT, T5.

August 29, 2026 1:00 PM (UTC)
Beta Cohort

KNN, Boosting & AutoML: Gradient Boosting & XGBoost Mastery

Detailed session on Gradient Boosting & XGBoost Mastery

August 29, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Neural Networks & Transformer Architectures

Perceptron, backpropagation, self-attention mechanism, GPT decoder-only vs BERT bidirectional encoder, prompt engineering basics.

September 3, 2026 6:00 PM (UTC)
Beta Cohort

Unsupervised Learning: K-Means & Principal Component Analysis (PCA)

Detailed session on K-Means & Principal Component Analysis (PCA)

September 4, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

LangChain Foundations

Chains, prompt templates, memory types (buffer, summary, entity), multi-step prompts, chain-of-thought and ReAct patterns.

September 5, 2026 1:00 PM (UTC)
Beta Cohort

Unsupervised Learning: Anomaly Detection Systems

Detailed session on Anomaly Detection Systems

September 5, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

RAG Pipelines, Vector Stores & LangChain Agents

Document loaders, text splitters, FAISS & Chroma embeddings, custom tools, agent types — build an end-to-end RAG chatbot.

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Time Series & Recommender Systems: Forecasting with Time Series Data

Detailed session on Forecasting with Time Series Data

September 11, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Generative Models: GANs & Diffusion

Generator/discriminator minimax game, DCGAN, WGAN, StyleGAN; forward/reverse diffusion, U-Net, Stable Diffusion.

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Time Series & Recommender Systems: Building Collaborative Filtering Engines

Detailed session on Building Collaborative Filtering Engines

September 12, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Deployment, AI Ethics & Career Launch

Streamlit/Flask LLM app deployment, API key management, bias in generative models, responsible AI. Module 3 Assessment & Project briefing.

September 17, 2026 6:00 PM (UTC)
Beta Cohort

Optimization & The ML-to-LLM Bridge: Hyperparameter Tuning with Optuna

Detailed session on Hyperparameter Tuning with Optuna

September 18, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Capstone Project Workshop

Code review session, debugging, README polish, GitHub portfolio curation, CV & LinkedIn optimisation.

September 19, 2026 1:00 PM (UTC)
Beta Cohort

Optimization & The ML-to-LLM Bridge: Machine Learning Architecture for AI

Detailed session on Machine Learning Architecture for AI

September 19, 2026 5:00 PM (UTC)
Data Science & AI Mastery — Cohort 1 (2026)

Final Presentations & Graduation

Capstone demos, final assessment debrief, certificate award, alumni network onboarding, and career next steps.

September 24, 2026 6:00 PM (UTC)
Beta Cohort

LLM Integration with LangChain: Introduction to Large Language Models

Detailed session on Introduction to Large Language Models

September 26, 2026 1:00 PM (UTC)
Beta Cohort

LLM Integration with LangChain: Developing Apps with LangChain

Detailed session on Developing Apps with LangChain

October 1, 2026 6:00 PM (UTC)
Beta Cohort

Generative Models & Career Launch: Deploying Generative AI Applications

Detailed session on Deploying Generative AI Applications

October 3, 2026 1:00 PM (UTC)
Beta Cohort

Generative Models & Career Launch: Capstone Finalization & Portfolio Review

Detailed session on Capstone Finalization & Portfolio Review

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Excel Fundamentals & Analysis: Introduction to Excel & Functions

Detailed session on Introduction to Excel & Functions

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Excel Fundamentals & Analysis: Data Cleaning & Basic Analysis

Detailed session on Data Cleaning & Basic Analysis

July 16, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Excel & Dashboards: Pivot Tables & Advanced Functions

Detailed session on Pivot Tables & Advanced Functions

July 18, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Excel & Dashboards: Building Excel Dashboards

Detailed session on Building Excel Dashboards

July 23, 2026 6:00 PM (UTC)
Beta Cohort

SQL Architecture & Databases: Relational Database Concepts & SQL Basics

Detailed session on Relational Database Concepts & SQL Basics

July 25, 2026 1:00 PM (UTC)
Beta Cohort

SQL Architecture & Databases: Joins, Grouping & Aggregations

Detailed session on Joins, Grouping & Aggregations

July 30, 2026 6:00 PM (UTC)
Beta Cohort

Advanced SQL Engineering: Subqueries & Window Functions

Detailed session on Subqueries & Window Functions

August 1, 2026 1:00 PM (UTC)
Beta Cohort

Advanced SQL Engineering: Database Architecture & Optimization

Detailed session on Database Architecture & Optimization

August 6, 2026 6:00 PM (UTC)
Beta Cohort

Python for Data Automation: Python Basics & Data Structures

Detailed session on Python Basics & Data Structures

August 8, 2026 1:00 PM (UTC)
Beta Cohort

Python for Data Automation: Data Wrangling with Pandas

Detailed session on Data Wrangling with Pandas

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 20, 2026 6:00 PM (UTC)
Beta Cohort

Advanced Python Modeling: Statistical Modeling in Python

Detailed session on Statistical Modeling in Python

August 22, 2026 1:00 PM (UTC)
Beta Cohort

Advanced Python Modeling: Building Automation Scripts

Detailed session on Building Automation Scripts

August 27, 2026 6:00 PM (UTC)
Beta Cohort

Power BI Fundamentals: Power BI Interface & Power Query

Detailed session on Power BI Interface & Power Query

August 29, 2026 1:00 PM (UTC)
Beta Cohort

Power BI Fundamentals: DAX Expressions & Relationships

Detailed session on DAX Expressions & Relationships

September 3, 2026 6:00 PM (UTC)
Beta Cohort

Tableau & Visual Analytics: Introduction to Tableau

Detailed session on Introduction to Tableau

September 5, 2026 1:00 PM (UTC)
Beta Cohort

Tableau & Visual Analytics: Advanced Tableau Dashboards

Detailed session on Advanced Tableau Dashboards

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Data Storytelling & Strategy: Visualization Best Practices

Detailed session on Visualization Best Practices

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Data Storytelling & Strategy: Crafting Business Narratives

Detailed session on Crafting Business Narratives

September 17, 2026 6:00 PM (UTC)
Beta Cohort

ETL & Dirty Data Pipelines: ETL Architecture & Principles

Detailed session on ETL Architecture & Principles

September 19, 2026 1:00 PM (UTC)
Beta Cohort

ETL & Dirty Data Pipelines: Transforming Messy Real-World Data

Detailed session on Transforming Messy Real-World Data

September 24, 2026 6:00 PM (UTC)
Beta Cohort

C-Suite Presentation Skills: Translating Technical Findings

Detailed session on Translating Technical Findings

September 26, 2026 1:00 PM (UTC)
Beta Cohort

C-Suite Presentation Skills: Executive Reporting & Strategy

Detailed session on Executive Reporting & Strategy

October 1, 2026 6:00 PM (UTC)
Beta Cohort

Executive Capstone: Capstone Scoping & Data Setup

Detailed session on Capstone Scoping & Data Setup

October 3, 2026 1:00 PM (UTC)
Beta Cohort

Executive Capstone: Final Capstone Defense

Detailed session on Final Capstone Defense

June 26, 2026 6:00 PM (UTC)
Beta Cohort

Welcome and LMS onboarding

Welcome and LMS onboarding

July 3, 2026 6:00 PM (UTC)
Beta Cohort

Course Orientation and Tools setup

Course Orientation and Tools setup

July 9, 2026 6:00 PM (UTC)
Beta Cohort

Foundations of Data Engineering: Role of the Data Engineer

Detailed session on Role of the Data Engineer

July 11, 2026 1:00 PM (UTC)
Beta Cohort

Foundations of Data Engineering: Cloud vs. On-Premise Architectures

Detailed session on Cloud vs. On-Premise Architectures

July 16, 2026 6:00 PM (UTC)
Beta Cohort

SQL Engineering & Advanced Data Manipulation: Query Performance Optimization

Detailed session on Query Performance Optimization

July 18, 2026 1:00 PM (UTC)
Beta Cohort

SQL Engineering & Advanced Data Manipulation: Advanced Analytical Window Functions

Detailed session on Advanced Analytical Window Functions

July 23, 2026 6:00 PM (UTC)
Beta Cohort

Relational & NoSQL Database Systems: PostgreSQL & MySQL Administration

Detailed session on PostgreSQL & MySQL Administration

July 25, 2026 1:00 PM (UTC)
Beta Cohort

Relational & NoSQL Database Systems: Working with MongoDB & Cassandra

Detailed session on Working with MongoDB & Cassandra

July 30, 2026 6:00 PM (UTC)
Beta Cohort

Python for Data Engineering: OS & Sys Module Scripting

Detailed session on OS & Sys Module Scripting

August 1, 2026 1:00 PM (UTC)
Beta Cohort

Python for Data Engineering: Parallel Processing in Python

Detailed session on Parallel Processing in Python

August 6, 2026 6:00 PM (UTC)
Beta Cohort

ETL & ELT Pipeline Engineering: Designing ETL Architectures

Detailed session on Designing ETL Architectures

August 8, 2026 1:00 PM (UTC)
Beta Cohort

ETL & ELT Pipeline Engineering: Introduction to Apache Airflow

Detailed session on Introduction to Apache Airflow

August 13, 2026 6:00 PM (UTC)
Beta Cohort

Mid-Cohort Break

Break Week - No Classes

August 20, 2026 6:00 PM (UTC)
Beta Cohort

Cloud Data Engineering: Data Lakes with AWS S3 & Redshift

Detailed session on Data Lakes with AWS S3 & Redshift

August 22, 2026 1:00 PM (UTC)
Beta Cohort

Cloud Data Engineering: GCP BigQuery Fundamentals

Detailed session on GCP BigQuery Fundamentals

August 27, 2026 6:00 PM (UTC)
Beta Cohort

Data Warehousing & Analytics Engineering: Star vs. Snowflake Schemas

Detailed session on Star vs. Snowflake Schemas

August 29, 2026 1:00 PM (UTC)
Beta Cohort

Data Warehousing & Analytics Engineering: Data Modeling with dbt

Detailed session on Data Modeling with dbt

September 3, 2026 6:00 PM (UTC)
Beta Cohort

Big Data Engineering & Distributed Systems: Hadoop Ecosystem & HDFS

Detailed session on Hadoop Ecosystem & HDFS

September 5, 2026 1:00 PM (UTC)
Beta Cohort

Big Data Engineering & Distributed Systems: Apache Spark & PySpark Processing

Detailed session on Apache Spark & PySpark Processing

September 10, 2026 6:00 PM (UTC)
Beta Cohort

Real-Time Data Processing & Streaming Systems: Kafka Architecture & Setup

Detailed session on Kafka Architecture & Setup

September 12, 2026 1:00 PM (UTC)
Beta Cohort

Real-Time Data Processing & Streaming Systems: Real-Time Streaming with Spark

Detailed session on Real-Time Streaming with Spark

September 17, 2026 6:00 PM (UTC)
Beta Cohort

APIs, Data Integration & Automation: Building REST APIs for Pipelines

Detailed session on Building REST APIs for Pipelines

September 19, 2026 1:00 PM (UTC)
Beta Cohort

APIs, Data Integration & Automation: Webhooks & Automated Triggers

Detailed session on Webhooks & Automated Triggers

September 24, 2026 6:00 PM (UTC)
Beta Cohort

Data Governance, Security & Compliance: Data Privacy, GDPR & PII

Detailed session on Data Privacy, GDPR & PII

September 26, 2026 1:00 PM (UTC)
Beta Cohort

Data Governance, Security & Compliance: Identity & Access Control Systems

Detailed session on Identity & Access Control Systems

October 1, 2026 6:00 PM (UTC)
Beta Cohort

AI Infrastructure & Intelligent Data Systems: Infrastructure for Serving ML Models

Detailed session on Infrastructure for Serving ML Models

October 3, 2026 1:00 PM (UTC)
Beta Cohort

AI Infrastructure & Intelligent Data Systems: Final Capstone Pipeline Deployment

Detailed session on Final Capstone Pipeline Deployment