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
• Meta Learning
• PyTorch

Week 7 - Deep Learning in Production

• TensorFlow Serving
• Scaling
• Live Stream

Week 8 - GANs

• Latest GANs
• Research opportunites
• Live Stream

Week 9 - The Future

• Radical Ideas
• New optimization strategies
• Deep Reinforcement Learning
• Live Stream