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Machine_Learning_Journey

Overview

This is the Curriculum for "Machine Learning Journey" By Siraj Raval on Youtube. It starts with this video on Youtube.

Week 1 - Portfolio Design

• Creating a Great resume
• Social Media For Engineers
• How does GitHub work?
• Live Stream (Q&A)

Week 2 - Mathematics

• Backpropagation Explained
• Loss Functions Explained
• Research Paper to Code
• 100 Days of ML Code Challenge

Week 3 - Stock Price Prediction

• How to Build a Trading Bot
• Stock Price Prediction using Reinforcement Learning
• Convolutional Networks Applied to Time Series Data
• Your First Machine Learning API

Week 4 - Machine Learning in Practice

• AWS Explained
• Completing a Kaggle Competition
• Google Cloud Explained
• Azure Explained

Week 5 - Machine Learning Languages

• Best Programming Language for Machine Learning
• Logistic Regression in Python
• Building an ML app with NodeJS
• School of AI Introduction

Week 6 - Modern Day Research

• Neural Arithmetic Logic Units
• OpenAI Five
• AlphaGo Zero
• PyTorch Live Stream

Week 7 - Studying Practices

• How to Study ML
• How to Teach ML
• Finding a Local Study Group
• Interview with AI researcher

Week 8 - Advanced Topics

• Quantum Machine Learning
• Low Level Optimization