Kaggle CompetitionsThere are plenty of courses and tutorials that can help you learn machine learning from scratch but here in GitHub, I want to solve some Kaggle competitions as a comprehensive workflow with python packages. After reading, you can use this workflow to solve other real problems and use it as a template.
Stars: ✭ 86 (+59.26%)
Kaggle HousepricesKaggle Kernel for House Prices competition https://www.kaggle.com/massquantity/all-you-need-is-pca-lb-0-11421-top-4
Stars: ✭ 113 (+109.26%)
Home Credit Default RiskDefault risk prediction for Home Credit competition - Fast, scalable and maintainable SQL-based feature engineering pipeline
Stars: ✭ 68 (+25.93%)
D2l EnInteractive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.
Stars: ✭ 11,837 (+21820.37%)
Girls In Ai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
Stars: ✭ 2,309 (+4175.93%)
KaggleCode for Kaggle Competitions
Stars: ✭ 128 (+137.04%)
Fraud DetectionCredit Card Fraud Detection using ML: IEEE style paper + Jupyter Notebook
Stars: ✭ 58 (+7.41%)
Kaggle Freesound Audio Tagging8th place solution (on Kaggle) to the Freesound General-Purpose Audio Tagging Challenge (DCASE 2018 - Task 2)
Stars: ✭ 111 (+105.56%)
LightautomlLAMA - automatic model creation framework
Stars: ✭ 196 (+262.96%)
SegmentationTensorflow implementation : U-net and FCN with global convolution
Stars: ✭ 101 (+87.04%)
PinsPin, Discover and Share Resources
Stars: ✭ 149 (+175.93%)
Facial Expression RecognitionClassify 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
Stars: ✭ 82 (+51.85%)
Kaggle Crowdflower1st Place Solution for CrowdFlower Product Search Results Relevance Competition on Kaggle.
Stars: ✭ 1,708 (+3062.96%)
Allstate capstoneAllstate Kaggle Competition ML Capstone Project
Stars: ✭ 72 (+33.33%)
ChefboostA 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
Stars: ✭ 176 (+225.93%)
Ml Fraud DetectionCredit card fraud detection through logistic regression, k-means, and deep learning.
Stars: ✭ 117 (+116.67%)
Data Science Bowl 2018End-to-end one-class instance segmentation based on U-Net architecture for Data Science Bowl 2018 in Kaggle
Stars: ✭ 56 (+3.7%)
Ds bowl 2018Kaggle Data Science Bowl 2018
Stars: ✭ 116 (+114.81%)
CryptoCryptocurrency Historical Market Data R Package
Stars: ✭ 112 (+107.41%)
Machine Learning Workflow With PythonThis is a comprehensive ML techniques with python: Define the Problem- Specify Inputs & Outputs- Data Collection- Exploratory data analysis -Data Preprocessing- Model Design- Training- Evaluation
Stars: ✭ 157 (+190.74%)
Dog Breeds ClassificationSet of scripts and data for reproducing dog breed classification model training, analysis, and inference.
Stars: ✭ 105 (+94.44%)
Data Analysis主要是爬虫与数据分析项目总结,外加建模与机器学习,模型的评估。
Stars: ✭ 142 (+162.96%)
Artificial Intelligence Deep Learning Machine Learning TutorialsA 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.
Stars: ✭ 2,966 (+5392.59%)
Pytorch zooA collection of useful modules and utilities (especially helpful for kaggling) not available in Pytorch
Stars: ✭ 84 (+55.56%)
BenchmarksComparison tools
Stars: ✭ 139 (+157.41%)
Deeptoxictop 1% solution to toxic comment classification challenge on Kaggle.
Stars: ✭ 180 (+233.33%)
MlboxMLBox is a powerful Automated Machine Learning python library.
Stars: ✭ 1,199 (+2120.37%)
Kaggle HumpbackCode for 3rd place solution in Kaggle Humpback Whale Identification Challenge.
Stars: ✭ 135 (+150%)
Kaggle HpaCode for 3rd place solution in Kaggle Human Protein Atlas Image Classification Challenge.
Stars: ✭ 226 (+318.52%)
LightgbmA 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.
Stars: ✭ 13,293 (+24516.67%)
Ml Dl ScriptsThe repository provides usefull python scripts for ML and data analysis
Stars: ✭ 119 (+120.37%)
docker-kaggle-ko머신러닝/딥러닝(PyTorch, TensorFlow) 전용 도커입니다. 한글 폰트, 한글 자연어처리 패키지(konlpy), 형태소 분석기, Timezone 등의 설정 등을 추가 하였습니다.
Stars: ✭ 46 (-14.81%)
ToxicToxic Comment Classification Challenge
Stars: ✭ 253 (+368.52%)
NyaggleCode for Kaggle and Offline Competitions
Stars: ✭ 209 (+287.04%)