There are no reviews yet. Be the first to send feedback to the community and the maintainers!
cracking-the-data-science-interview-in-7-days
Recommendation-systems
Recommendation 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 Balรกzs 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 SystemsAutomated-Machine-Learning
All AutoML LibrariesMachine-learning-algorithm-PDF
500-AI-ML-DL-CV-NLP-projects-with-code
End-to-End-small-projects
A repository for multiple end to end small machine learning and deep learning projects from scratch to productionComplete-python-bootcamp
Guide-to-treat-Missing-values
A complete guide to treat missing valuesTime-Series-Analysis
Times Series Analysis with various examplesReinforcement-Learning
A-complete-guide-to-ML
Transfer-Learning-Algorithm
State of art algorithmpre_trained_model_NLP_Audio_CV
Artificial-Neural-Network
ANN Model with hyperparameter tuningEnd-to-End-computervision
AI-ML-Projects-and-details
Automated-EDA-Tools
Automated EDA ToolsBert_Text_summarizer
Auto-ML
Auto Ml LibrariesApproximate-Nearest-Neighbors
Computer-Vision
Open Cv Library for Computer vision from sketchFacial-Wrinkles-Prediction
Different-Language-detector
Web_Scraping
Web scraping through Beautifulsoup,Requests,URL & SeleniumText2Code
Transformers-in-NLP
Simple-Chatbot-using-NLTK
PCA-with-Modeling
ML-codes-for-python-and-R
Approach-any-NLP-problem
Blood-group-Detection-using-image0processing
VEHICLE-NUMBER-PLATE-DETECTION
Find-Keywords-using-NLP
Using NLP find the keywordsteeth-detection
Air-Quality-Analysis
Anomally-Detection
Fraud detection on E commerce DataData-Visualization-through-Plotly
Intro to plotlyML-in-100-days
Object-Detection
Draw-new-datapoints-using-drawdata
Automatic-image-rotation
Basic-facial-fun-using-Open-Cv
Facial_aExpression_recognition_using_DNN
Sentimental-Analysis
Sentimental Analysis modeling using NLTKDriving_Plate_Recognition_using_ML
Build-your-Own-Object-Detection-Model-using-TensorFlow-API
Sudoko-solver-using-CV
Virtual-hover-pen-using-open-cv
A virtual hover pen using open cvAssumptions-of-Linear-Regression
All Assumptions of Linear RegressionBasic-NLP-intro
NLPImage-segmentation
piyushpathak03
YOLO-Algorithm
Bike-rental-count-prediction
Question-generator-using-NLP
Chatbot
Chatbot for helping and assistancedocument-classification-using-DL
Satellite-image-object-recognitionn
-ANN-using-tensordash
NLP-using-STANZA
Garbage-Classifier
Signature-verification-with-Siamese-Networks
Gender-Recognisition-Age-Estimator
Hate-speech-detection
Mini-projects-using-openCV
Machine-learning-in-Python
All ML Algortihms and important conceptsGenrative-Adversial-Network
House-price-mini-project
Predicting house price and detailed analysisConnecting-MYSQL-with-Python
Intro-to-DL
ANN & CNNFace-Recognition
Reduce-model-size-convert-model-into-TFLite-
Hyperparameter-Tuning-
Forest-Cover-classification
stance_detection
Handling-Imbalanced-Dataset
FAKE_REVIEW-DETECTION-UsingSENTIMENT-ANALYSIS
Image-Captioning-using-Attention-mechanism
building-powerful-image-classification-models-using-very-little-data
Audio-Analysi
Simple-chatting-platform
Chat on Facebook via pythonA-complete-guide-to-DL
Complete guidance to learn deep learningfrom scratchcorona-chatbot-on-Rasa-NLU
Simple chatbot which tells us about corona cases in command promptNLP-using-SPACY
Spacy library intro and use case.Facial-key-point-detection
Model-Interpretability-by-Shapash
Game-controller-using-Open-CV
Model-Deployment
Dimension-Reduction-Techniques
Machinelearning-with-Python
Water-classifier
Gender-classifier-and-Age-estimator
Speech-to-Text
Loan_Defaulter_Prediction_using_ML
Feature-Selection
Feature Selection TechniquesVAEX
VAEX & DASK Libraries for huge datasetAI_Thermometer
Copy-move-Image-forgery-detection-
AUTO-EDA-using-IF-Else
A simple Auto-EDA model for describing and visualization of data using IF-Else conditionsIntro-to-Pandas
Pandas introductionLove Open Source and this site? Check out how you can help us