350 Open Source Kaggle Software Projects
Free and open source kaggle code projects including engines, APIs, generators, and tools.
Pytorch Unet4905 ⭐
PyTorch implementation of the U-Net for image semantic segmentation with high quality images
Amazon Forest Computer Vision356 ⭐
Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch / Keras with lots of PyTorch tricks
Dog Breeds Classification109 ⭐
Set of scripts and data for reproducing dog breed classification model training, analysis, and inference.
Facial Expression Recognition90 ⭐
Classify each facial image into one of the seven facial emotion categories considered using CNN based on https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge
Kaggle Competition Favorita201 ⭐
5th place solution for Kaggle competition Favorita Grocery Sales Forecasting
Pytorch Speech Commands152 ⭐
Speech commands recognition with PyTorch | Kaggle 10th place solution in TensorFlow Speech Recognition Challenge
Tensorflow Xnn267 ⭐
4th Place Solution for Mercari Price Suggestion Competition on Kaggle using DeepFM variant.
Kaggle Houseprices123 ⭐
Kaggle Kernel for House Prices competition https://www.kaggle.com/massquantity/all-you-need-is-pca-lb-0-11421-top-4
Conv-LSTM-CTC speech recognition network (end-to-end), written in TensorFlow.
2018 Kaggle Adtrackingfraud73 ⭐
2018 - Kaggle - TalkingData AdTracking Fraud Detection Challenge: Silver medal (银牌)
Open Solution Home Credit403 ⭐
Open solution to the Home Credit Default Risk challenge :house_with_garden:
Pneumonia Diagnosis Using Xrays 96 Percent Recall89 ⭐
BEST SCORE ON KAGGLE SO FAR , EVEN BETTER THAN THE KAGGLE TEAM MEMBER WHO DID BEST SO FAR. The project is about diagnosing pneumonia from XRay images of lungs of a person using self laid convolutional neural network and tranfer learning via inceptionV3. The images were of size greater than 1000 pixels per dimension and the total dataset was tagged large and had a space of 1GB+ . My work includes self laid neural network which was repeatedly tuned for one of the best hyperparameters and used variety of utility function of keras like callbacks for learning rate and checkpointing. Could have augmented the image data for even better modelling but was short of RAM on kaggle kernel. Other metrics like precision , recall and f1 score using confusion matrix were taken off special care. The other part included a brief introduction of transfer learning via InceptionV3 and was tuned entirely rather than partially after loading the inceptionv3 weights for the maximum achieved accuracy on kaggle till date. This achieved even a higher precision than before.
Data Science Notebooks81 ⭐
Data science Python notebooks—a collection of Jupyter notebooks on machine learning, deep learning, statistical inference, data analysis and visualization.
Kaggle Freesound Audio Tagging111 ⭐
8th place solution (on Kaggle) to the Freesound General-Purpose Audio Tagging Challenge (DCASE 2018 - Task 2)
D2l En12275 ⭐
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.
Tgs Salt Identification Challenge 2018 _4th_place_solution335 ⭐
Kaggle TGS Salt Identification Challenge 2018 4th place code
Kaggle Quora Insincere Questions Classification65 ⭐
Girls In Ai2327 ⭐
免费学代码系列：小白python入门、数据分析data analyst、机器学习machine learning、深度学习deep learning、kaggle实战
Kaggle Hpa246 ⭐
Code for 3rd place solution in Kaggle Human Protein Atlas Image Classification Challenge.
Awesome Noah308 ⭐
:octocat: AI圈Noah plan-AI数据竞赛Top可复现解决方案(Awesome Top Solution List of Excellent AI Competitions)
A Lightweight Decision Tree Framework supporting regular algorithms: ID3, C4,5, CART, CHAID and Regression Trees; some advanced techniques: Gradient Boosting (GBDT, GBRT, GBM), Random Forest and Adaboost w/categorical features support for Python
A collection of useful modules and utilities (especially helpful for kaggling) not available in Pytorch
Data Science Competitions649 ⭐
Goal of this repo is to provide the solutions of all Data Science Competitions(Kaggle, Data Hack, Machine Hack, Driven Data etc...).
Covid 19 Casestudy And Predictions90 ⭐
This repository is a case study, analysis and visualization of COVID-19 Pandemic spread along with prediction models.
Face Mask Detection1159 ⭐
Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras
Data Science Ipython Notebooks22374 ⭐
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
Kaggle Crowdflower1709 ⭐
1st Place Solution for CrowdFlower Product Search Results Relevance Competition on Kaggle.
[UNMAINTAINED] Automated machine learning- just give it a data file! Check out the production-ready version of this project at ClimbsRocks/auto_ml
Kaggle Airbnb Recruiting New User Bookings122 ⭐
2nd Place Solution in Kaggle Airbnb New User Bookings competition
Kaggle Homedepot457 ⭐
3rd Place Solution for HomeDepot Product Search Results Relevance Competition on Kaggle.
Data Science Projects453 ⭐
DataScience projects for learning : Kaggle challenges, Object Recognition, Parsing, etc.
Home repository for the Regularized Greedy Forest (RGF) library. It includes original implementation from the paper and multithreaded one written in C++, along with various language-specific wrappers.
Kaggle Distracted Driver Detection68 ⭐
10th place solution in "State Farm Distracted Driver Detection"
Microsoft Lightgbm13406 ⭐
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
Human Action Recognition With Keras163 ⭐
Keras implementation of Human Action Recognition for the data set State Farm Distracted Driver Detection (Kaggle)
Multi Class Text Classification Cnn Rnn576 ⭐
Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.
Toshi K Kaggle Satellite Imagery Feature Detection87 ⭐
9th place solution in "Dstl Satellite Imagery Feature Detection"
Kaggle Quora Question Pairs720 ⭐
Kaggle：Quora Question Pairs, 4th/3396 (https://www.kaggle.com/c/quora-question-pairs)
Yuriyguts Kaggle Quora Question Pairs106 ⭐
My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB log loss 0.13497).
Ml Fraud Detection136 ⭐
Credit card fraud detection through logistic regression, k-means, and deep learning.
Artificial Intelligence Deep Learning Machine Learning Tutorials2992 ⭐
A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more.
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.