CS Learning Paths.md

Algorithms

• Cracking the Coding Interview #technical-book

Data Engineering

• Coursera - Data Engineering Foundations #online-course

Data Architecture

• O'Reilly - Designing Data Intensive Applications IN PROGRESS #technical-book #in-progress

Orchestration

• KubeFlow
• Prefect
• AirFlow

Databases

• Educative - Become Database Professional - IN PROGRESS (4 modules, 22 hours) #online-course #in-progress
• Coursera - Database Engineer Professional #online-course

Relational Databases

• PostGRES
• Intro to Yugabyte Fundamentals #online-course

NoSQL DBs

Processing

• Youtube - PySpark #online-course

Stream Processing

• O'Reilly - Kafka: The Definitive Guide #technical-book
• Youtube - Kafka #online-course
• Pulsar

Change Data Capture

• Debezium for CDC
• Yugabyte CDC

Batch Processing

Big Data

• IBM - Big Data Foundations #online-course
• Educative - Become A Big Data Professional (3 modules, 26 hours) #online-course
• Udemy - Hands-On Hadoop #online-course Recommended by Mudassar Nazar

Python

• Educative - Python for Programmers (5 modules, 31 hours) #online-course
• Clean Code in Python #technical-book
• Youtube - Test Driven Development with Python #online-course

Data Modelling

Data Warehouse

• Data Warehouse Toolkit #technical-book
• Youtube - Data Warehouse #online-course

• Project - DE Project in under 20 minutes #project
• Project - DE Batch Processing for Beginners #project

MLOps

• Educative - Become an ML Engineer (6 modules, 22 hours) #online-course
• MadeWithML - MLOps Course #online-course
• DeepLearning.AI - ML Specialization (3 courses) #online-course

• DeepLearning.AI - Mathematics for ML and DS Specialization (3 courses) #online-course
• DeepLearning.AI - TensorFlow Professional Certificate #online-course
• DeepLearning.AI - TensorFlow Advanced Specialization #online-course
• DeepLearning.AI - MLOps Specialization (4 courses) #online-course
• DeepLearning.AI - Practical DS on the Cloud #online-course

• LinkedIn - Model Registry

• O'Reilly - Introducing MLOps #technical-book

• O'Reilly - Practical MLOps: Operationalizing ML Models #technical-book
• O'Reilly - Hands-On Machine Learning with Scikit-Learn and Tensorflow #technical-book
• O'Reilly - Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications #technical-book
• O'Reilly - Building Machine Learning Powered Applications #technical-book
• O'Reilly - Machine Learning Design Patterns #technical-book
• O'Reilly - Kubeflow for Machine Learning #technical-book

• ML Papers Explained #research-paper

Data Science

• Educative - Become A Data Scientist (5 modules, 57 hours) #online-course
• Coursera - Applied Data Science with Python #online-course
• DS Interview Guide
• DeepLearning.AI - AI for Good #online-course
• DeepLearning.AI - AI for Everyone #online-course

Data Visualization

• Domestika - Creative Data Visualization #online-course

• Data Visualization and Information Design: Create a Visual Model #online-course
• Creative Web Design: Planning and Coding from Scratch #online-course
• Visual Thinking: Organize and Present Powerful Ideas #online-course

System Design

• Educative - Microservices Architecture (3 modules, 38 hours) #online-course
• System Design Interview - Alex Xu #technical-book
• Software Architecture - The Hard Parts #technical-book
• Designing Distributed Systems: Patterns and Paradigms for Scalable, Reliable Services #technical-book

Software Engineering

• Youtube - Docker #online-course