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
• Google Colab Explained
• Azure Explained
• Completing a Kaggle Competition

Week 5 - Data Preprocessing

• Data Preprocessing
• Cleaning Data
• Data Tools
• Live Stream

Week 6 - TensorFlow

• TF.JS
• Eager Execution
• Tensorflow Lite
• Live Stream

Week 7 - Deep Learning in Production

• TensorFlow Serving
• Scaling
• Live Stream

Week 8 - GANs

• Latest GANs
• Research opportunites
• Live Stream

Week 9 - The Latest Machine Learning techniques

• Meta Learning
• New optimization strategies
• Deep Reinforcement Learning
• Live Stream