AI Sciences

Module and Instructor Introduction

AI Sciences

Course Outline

Machine Learning Recommender Systems

Deep Learning Recommender Systems

Motivation for Recommender System: Recommender Systems Overview

Motivation for Recommender System: Introduction to Recommender Systems

Motivation for Recommender System: Recommender Systems Process and Goals

Motivation for Recommender System: Generations of Recommender Systems

Motivation for Recommender System: Nexus of AI and Reccommender Systems

Motivation for Recommender System: Applications and Real World Challenges

Motivation for Recommender System: Quiz

Motivation for Recommender System: Quiz Solution

Basic of Recommender System: Overview

Basic of Recommender System: Taxanomy of Recommender Systems

Basic of Recommender System: ICM

Basic of Recommender System: User Rating Matrix

Basic of Recommender System: Quality of Recommender System

Basic of Recommender System: Online Evaluation Techniques

Basic of Recommender System: Offline Evaluation Techniques

Basic of Recommender System: Data Partitioning

Basic of Recommender System: Important Parameters

Basic of Recommender System: Error Metric Computation

Basic of Recommender System: Content Based Filtering

Basic of Recommender System: Collaborative Filtering and User Based Collaborative Filtering

Basic of Recommender System: Item Model and Memory Based Collaborative Filtering

Basic of Recommender System: Quiz

Basic of Recommender System: Quiz solution

Machine Learning for Recommender System: Overview

Machine Learning for Recommender System: Benifits of Machine Learning

Machine Learning for Recommender System: Guidelines for ML

Machine Learning for Recommender System: Design Approaches for ML

Machine Learning for Recommender System: Content Based Filtering

Machine Learning for Recommender System: Data Prepration for Content Based Filtering

Machine Learning for Recommender System: Data Manipulation for Content Based Filtering

Machine Learning for Recommender System: Exploring Genres in Content Based Filtering

Machine Learning for Recommender System: tf-idf Matrix

Machine Learning for Recommender System: Recommendation Engine

Machine Learning for Recommender System: Making Recommendations

Machine Learning for Recommender System: Item Based Collaborative Filtering

Machine Learning for Recommender System: Item Based Filtering Data Prepration

Machine Learning for Recommender System: Age Distribution for Users

Machine Learning for Recommender System: Collaborative Filtering using KNN

Machine Learning for Recommender System: Geographic Filtering

Machine Learning for Recommender System: KNN Implementation

Machine Learning for Recommender System: Making Recommendations with Collaborative Filtering

Machine Learning for Recommender System: User Based Collaborative Filtering

Machine Learning for Recommender System: Quiz

Machine Learning for Recommender System: Quiz Solution

Project 1: Song Recommendation System using content based filtering: Project Introduction

Project 1: Song Recommendation System using content based filtering: Dataset Usage

Project 1: Song Recommendation System using content based filtering: Missing Values

Project 1: Song Recommendation System using content based filtering: Exploring Genres

Project 1: Song Recommendation System using content based filtering: Occurence Count

Project 1: Song Recommendation System using content based filtering: Similarity Index

Project 1: Song Recommendation System using content based filtering: tf-idf Implementation

Project 1: Song Recommendation System using content based filtering: Find Closest Title

Project 1: Song Recommendation System using content based filtering: Fuzzywuzzy Implementaion

Project 1: Song Recommendation System using content based filtering: Making Recommendations

Project 2: Movie Recommendation System using collaborative filtering: Project Introduction

Project 2: Movie Recommendation System using collaborative filtering: Dataset Discussion

Project 2: Movie Recommendation System using collaborative filtering: Rating Plot

Project 2: Movie Recommendation System using collaborative filtering: Count

Project 2: Movie Recommendation System using collaborative filtering: Logrithm of Count

Project 2: Movie Recommendation System using collaborative filtering: Active Users and Popular Movies

Project 2: Movie Recommendation System using collaborative filtering: Making Recommendations

Project 2: Movie Recommendation System using collaborative filtering: Create Collaborative Filter

Project 2: Movie Recommendation System using collaborative filtering: KNN Implementation

Deep Learning Foundation for Recommender Systems: Module Introduction

Deep Learning Foundation for Recommender Systems: Overview

Deep Learning Foundation for Recommender Systems: Deep Learning in Recommendation systems

Deep Learning Foundation for Recommender Systems: Inference After Training

Deep Learning Foundation for Recommender Systems: Inference Mechanism

Deep Learning Foundation for Recommender Systems: Embeddings and User Context

Deep Learning Foundation for Recommender Systems: Neutral Collaborative Filtering

Deep Learning Foundation for Recommender Systems: VAE Collaborative Filtering

Deep Learning Foundation for Recommender Systems: Strengths and Weaknesses of DL Models

Deep Learning Foundation for Recommender Systems: Deep Learning Quiz

Deep Learning Foundation for Recommender Systems: Deep Learning Quiz Solution

Project Amazon Product Recommendation System: Module Overview

Project Amazon Product Recommendation System: TensorFlow Recommenders

Project Amazon Product Recommendation System: Two Tower Model

Project Amazon Product Recommendation System: Project Overview

Project Amazon Product Recommendation System: Download Libraries

Project Amazon Product Recommendation System: Data Visualization with WordCloud

Project Amazon Product Recommendation System: Make Tensors from DataFrame

Project Amazon Product Recommendation System: Rating Our Data

Project Amazon Product Recommendation System: Random Train-Test Split

Project Amazon Product Recommendation System: Making the Model and Query Tower

Project Amazon Product Recommendation System: Candidate Tower and Retrieval System

Project Amazon Product Recommendation System: Compute Loss

Project Amazon Product Recommendation System: Train and Validation

Project Amazon Product Recommendation System: Accuracy vs Recommendations

Project Amazon Product Recommendation System: Making Recommendations