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Core Machine Learning Algorithms

31 May 2026

Core Machine Learning Algorithms

Understand the math and logic behind regression, classification, ensemble methods, clustering, and SVMs.

AI Data
Data Handling with Python: NumPy, Pandas, Matplotlib, Seaborn

31 May 2026

Data Handling with Python: NumPy, Pandas, Matplotlib, Seaborn

A practical guide to data preprocessing and cleaning using NumPy, Pandas, Matplotlib, and Seaborn.

Data Python
Data Mesh: Decentralized Data Architecture

31 May 2026

Data Mesh: Decentralized Data Architecture

A practical overview of Data Mesh architecture, its four principles, and how it changes the way organizations manage analytical data.

Data Architecture
Database vs Data Warehouse vs Data Lakehouse

31 May 2026

Database vs Data Warehouse vs Data Lakehouse

A clear comparison of databases, data warehouses, data lakes, and data lakehouses — when to use each one.

Data Infrastructure
Data Literacy: Dimensions, Measures, and Information Marts

31 May 2026

Data Literacy: Dimensions, Measures, and Information Marts

Key data literacy concepts every data professional should know — dimensions vs measures, information marts, and data modeling vocabulary.

Data
Database Design and Data Modeling

31 May 2026

Database Design and Data Modeling

Normalized vs denormalized schemas, relational modeling, and when to use each approach.

Data Software
Deep Learning: CNNs, RNNs, and Transfer Learning

31 May 2026

Deep Learning: CNNs, RNNs, and Transfer Learning

How to build neural networks with PyTorch, understand backpropagation, and use transfer learning for practical results.

AI Data
Denodo: Data Virtualization Platform

31 May 2026

Denodo: Data Virtualization Platform

An overview of Denodo — the data virtualization platform that provides a unified view of data without moving it.

Data Infrastructure
dbt: Data Build Tool

31 May 2026

dbt: Data Build Tool

An overview of dbt — the tool that brings software engineering best practices to data transformations in your warehouse.

Data Infrastructure
Distributed Processing

31 May 2026

Distributed Processing

Key concepts of distributed systems, how data is processed across multiple machines, and common patterns.

Data Infrastructure
Pharma GxP and SOX Compliance

31 May 2026

Pharma GxP and SOX Compliance

An overview of GxP regulations in pharmaceuticals and SOX compliance — what they mean for data and software engineering.

Data Compliance
Reinforcement Learning: Reward-Based Learning

31 May 2026

Reinforcement Learning: Reward-Based Learning

Understand reward-based learning methods, Q-tables, and Markov decision processes.

AI Data
Snowflake: Cloud Data Platform

31 May 2026

Snowflake: Cloud Data Platform

An overview of Snowflake — its architecture, Snowpipe, Snowpark, and key features for modern data engineering.

Data Infrastructure
Spark vs Hadoop vs Kafka

31 May 2026

Spark vs Hadoop vs Kafka

A practical comparison of Apache Spark, Hadoop, and Kafka — what each one does and when to use it.

Data Infrastructure