Piyush Pathak (@piyushpathak03)

Top repositories

1

cracking-the-data-science-interview-in-7-days

Python
124
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2

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 Systems
Jupyter Notebook
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3

Automated-Machine-Learning

All AutoML Libraries
Jupyter Notebook
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4

Machine-learning-algorithm-PDF

Jupyter Notebook
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5

500-AI-ML-DL-CV-NLP-projects-with-code

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6

End-to-End-small-projects

A repository for multiple end to end small machine learning and deep learning projects from scratch to production
Jupyter Notebook
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7

Complete-python-bootcamp

Jupyter Notebook
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8

Guide-to-treat-Missing-values

A complete guide to treat missing values
Jupyter Notebook
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9

Time-Series-Analysis

Times Series Analysis with various examples
Jupyter Notebook
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10

Reinforcement-Learning

Jupyter Notebook
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11

A-complete-guide-to-ML

Jupyter Notebook
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12

Transfer-Learning-Algorithm

State of art algorithm
Jupyter Notebook
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13

pre_trained_model_NLP_Audio_CV

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14

Artificial-Neural-Network

ANN Model with hyperparameter tuning
Jupyter Notebook
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15

End-to-End-computervision

Jupyter Notebook
4
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16

AI-ML-Projects-and-details

Jupyter Notebook
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17

Automated-EDA-Tools

Automated EDA Tools
Jupyter Notebook
3
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18

Bert_Text_summarizer

Jupyter Notebook
3
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19

Auto-ML

Auto Ml Libraries
Jupyter Notebook
3
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20

Approximate-Nearest-Neighbors

Jupyter Notebook
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21

Computer-Vision

Open Cv Library for Computer vision from sketch
Jupyter Notebook
3
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22

Facial-Wrinkles-Prediction

Jupyter Notebook
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23

Different-Language-detector

Jupyter Notebook
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24

Web_Scraping

Web scraping through Beautifulsoup,Requests,URL & Selenium
Jupyter Notebook
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25

Text2Code

Jupyter Notebook
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26

Transformers-in-NLP

Jupyter Notebook
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27

Simple-Chatbot-using-NLTK

Jupyter Notebook
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28

PCA-with-Modeling

Jupyter Notebook
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29

ML-codes-for-python-and-R

Jupyter Notebook
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30

Approach-any-NLP-problem

Jupyter Notebook
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31

Blood-group-Detection-using-image0processing

Python
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32

VEHICLE-NUMBER-PLATE-DETECTION

Python
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33

Find-Keywords-using-NLP

Using NLP find the keywords
Jupyter Notebook
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34

teeth-detection

Python
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35

Air-Quality-Analysis

Jupyter Notebook
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36

Anomally-Detection

Fraud detection on E commerce Data
Jupyter Notebook
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37

Data-Visualization-through-Plotly

Intro to plotly
Jupyter Notebook
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38

ML-in-100-days

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39

Object-Detection

Jupyter Notebook
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40

Draw-new-datapoints-using-drawdata

HTML
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41

Automatic-image-rotation

Python
1
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42

Basic-facial-fun-using-Open-Cv

Jupyter Notebook
1
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43

Facial_aExpression_recognition_using_DNN

Jupyter Notebook
1
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44

Sentimental-Analysis

Sentimental Analysis modeling using NLTK
Jupyter Notebook
1
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45

Driving_Plate_Recognition_using_ML

Jupyter Notebook
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46

Build-your-Own-Object-Detection-Model-using-TensorFlow-API

Jupyter Notebook
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47

Sudoko-solver-using-CV

Python
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48

Virtual-hover-pen-using-open-cv

A virtual hover pen using open cv
Python
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49

Assumptions-of-Linear-Regression

All Assumptions of Linear Regression
Jupyter Notebook
1
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50

Basic-NLP-intro

NLP
Jupyter Notebook
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51

Image-segmentation

Python
1
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52

piyushpathak03

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53

YOLO-Algorithm

Jupyter Notebook
1
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54

Bike-rental-count-prediction

Jupyter Notebook
1
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55

Question-generator-using-NLP

Python
1
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56

Chatbot

Chatbot for helping and assistance
Python
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57

document-classification-using-DL

Jupyter Notebook
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58

Satellite-image-object-recognitionn

Python
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59

-ANN-using-tensordash

Jupyter Notebook
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60

NLP-using-STANZA

Jupyter Notebook
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61

Garbage-Classifier

Jupyter Notebook
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62

Signature-verification-with-Siamese-Networks

Jupyter Notebook
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63

Gender-Recognisition-Age-Estimator

Python
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64

Hate-speech-detection

Python
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65

Mini-projects-using-openCV

Python
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66

Object-detection-and-localization

Python
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67

Machine-learning-in-Python

All ML Algortihms and important concepts
Python
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68

Genrative-Adversial-Network

Jupyter Notebook
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69

House-price-mini-project

Predicting house price and detailed analysis
Jupyter Notebook
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70

Connecting-MYSQL-with-Python

Jupyter Notebook
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71

Intro-to-DL

ANN & CNN
Jupyter Notebook
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72

Face-Recognition

Jupyter Notebook
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73

Reduce-model-size-convert-model-into-TFLite-

Jupyter Notebook
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74

Hyperparameter-Tuning-

Jupyter Notebook
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75

Forest-Cover-classification

Jupyter Notebook
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76

stance_detection

Python
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77

Handling-Imbalanced-Dataset

Jupyter Notebook
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78

FAKE_REVIEW-DETECTION-UsingSENTIMENT-ANALYSIS

Jupyter Notebook
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79

Image-Captioning-using-Attention-mechanism

Jupyter Notebook
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80

building-powerful-image-classification-models-using-very-little-data

Jupyter Notebook
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81

Audio-Analysi

Python
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82

Simple-chatting-platform

Chat on Facebook via python
Python
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83

A-complete-guide-to-DL

Complete guidance to learn deep learningfrom scratch
Jupyter Notebook
1
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84

corona-chatbot-on-Rasa-NLU

Simple chatbot which tells us about corona cases in command prompt
Python
1
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85

NLP-using-SPACY

Spacy library intro and use case.
Jupyter Notebook
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86

Facial-key-point-detection

Jupyter Notebook
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87

Model-Interpretability-by-Shapash

Jupyter Notebook
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88

Game-controller-using-Open-CV

Python
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89

Model-Deployment

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90

Dimension-Reduction-Techniques

Jupyter Notebook
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91

Machinelearning-with-Python

Jupyter Notebook
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92

Water-classifier

HTML
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93

Gender-classifier-and-Age-estimator

Jupyter Notebook
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94

Speech-to-Text

Jupyter Notebook
1
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95

Loan_Defaulter_Prediction_using_ML

Jupyter Notebook
1
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96

Feature-Selection

Feature Selection Techniques
Jupyter Notebook
1
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97

VAEX

VAEX & DASK Libraries for huge dataset
Jupyter Notebook
1
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98

AI_Thermometer

Python
1
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99

Copy-move-Image-forgery-detection-

Jupyter Notebook
1
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100

AUTO-EDA-using-IF-Else

A simple Auto-EDA model for describing and visualization of data using IF-Else conditions
Python
1
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