565 skills found · Page 2 of 19
piyushpathak03 / Recommendation SystemsRecommendation Systems This is a workshop on using Machine Learning and Deep Learning Techniques to build Recommendation Systesm Theory: ML & DL Formulation, Prediction vs. Ranking, Similiarity, Biased vs. Unbiased Paradigms: Content-based, Collaborative filtering, Knowledge-based, Hybrid and Ensembles Data: Tabular, Images, Text (Sequences) Models: (Deep) Matrix Factorisation, Auto-Encoders, Wide & Deep, Rank-Learning, Sequence Modelling Methods: Explicit vs. implicit feedback, User-Item matrix, Embeddings, Convolution, Recurrent, Domain Signals: location, time, context, social, Process: Setup, Encode & Embed, Design, Train & Select, Serve & Scale, Measure, Test & Improve Tools: python-data-stack: numpy, pandas, scikit-learn, keras, spacy, implicit, lightfm Notes & Slides Basics: Deep Learning AI Conference 2019: WhiteBoard Notes | In-Class Notebooks Notebooks Movies - Movielens 01-Acquire 02-Augment 03-Refine 04-Transform 05-Evaluation 06-Model-Baseline 07-Feature-extractor 08-Model-Matrix-Factorization 09-Model-Matrix-Factorization-with-Bias 10-Model-MF-NNMF 11-Model-Deep-Matrix-Factorization 12-Model-Neural-Collaborative-Filtering 13-Model-Implicit-Matrix-Factorization 14-Features-Image 15-Features-NLP Ecommerce - YooChoose 01-Data-Preparation 02-Models News - Hackernews Product - Groceries Python Libraries Deep Recommender Libraries Tensorrec - Built on Tensorflow Spotlight - Built on PyTorch TFranking - Built on TensorFlow (Learning to Rank) Matrix Factorisation Based Libraries Implicit - Implicit Matrix Factorisation QMF - Implicit Matrix Factorisation Lightfm - For Hybrid Recommedations Surprise - Scikit-learn type api for traditional alogrithms Similarity Search Libraries Annoy - Approximate Nearest Neighbour NMSLib - kNN methods FAISS - Similarity search and clustering Learning Resources Reference Slides Deep Learning in RecSys by Balázs Hidasi Lessons from Industry RecSys by Xavier Amatriain Architecting Recommendation Systems by James Kirk Recommendation Systems Overview by Raimon and Basilico Benchmarks MovieLens Benchmarks for Traditional Setup Microsoft Tutorial on Recommendation System at KDD 2019 Algorithms & Approaches Collaborative Filtering for Implicit Feedback Datasets Bayesian Personalised Ranking for Implicit Data Logistic Matrix Factorisation Neural Network Matrix Factorisation Neural Collaborative Filtering Variational Autoencoders for Collaborative Filtering Evaluations Evaluating Recommendation Systems
talal / IlmA versatile, clean and minimal template for non-fiction writing. Ideal for class notes, reports, and books.
Bharat2044 / Namaste React❤ Namaste React Web-Series Course From Zero To Hero 🚀 by Akshay Saini(Founder of NamasteDev). This repository contains Codes, Assignments & Class Notes taken during this Course.
singhsanket143 / Unacademy NotesNotes of live classes
mandli / Numerical Methods PdesJupyter notebook class notes for Numerical Methods for PDEs
devopsinsiders / Azure Devsecops Batch 16Welcome to the official repository for our class! 📚👩💻 Here, you'll find a organized collection of class notes, assignments, and code snippets generated during our sessions.
jemstelos / Obsidian Media NotesObsidian plugin that provides best-in-class experience for video note-taking
JoachimFavre / UniversityNotesTyped notes I took during university lectures, containing computer science, maths and physics classes from EPFL. Most are in English.
Atcold / SP19 DL Collaborative NotesCollaborative lecture notes for Spring '19 NYU DL class
alexmingzhang / AmznotesLaTeX document class for writing pretty notes
KandepiBhavani23 / 100xDevs Cohort 2.0Assignment, Class Notes, Solutions to Coding Questions taken during this Live course
ArcturusZhang / Classical Mechanics Lecture Notes根据经典力学课件总结而成的经典力学讲义
vhbelvadi / LaTeX Lecture Notes ClassA LaTeX document class for lecture notes—for a seminar, for an entire course with several lectures, or for brief talks.
adeshpande3 / UCLA Course NotesMy notes from the classes I've taken at UCLA
FujiwaraChoki / NotesTakerA webapp to take notes during class.
devopsinsiders / Azure Devsecops Batch 15Welcome to the official repository for our class! 📚👩💻 Here, you'll find a organized collection of class notes, assignments, and code snippets generated during our sessions.
Bharat2044 / 100xDevs Cohort3 Web3100xDevs Cohort 3.0 Web3 🚀 by Harkirat Singh. This repository contains Lecture/Class Codes, Notes, Assignments, Assignment Solution Code & Some good articles/blog link. 🔥
matrixbud / Quantum Mechanics The Theoretical MinimumHere are my solutions to problems. I also include my "class notes", at the bottom of the page. They fill in many details not made explicit in the book but which helped my understanding.The Notes include solutions to a few additional problems.
LilaRest / Obsidian Custom ClassesA minimal Obsidian plugin that allows you to add your own HTML classes to chosen Markdown elements directly from your notes.
1094401996 / Machine Learning CourseraLecture notes and assignments for coursera machine learning class
