A concise resource repository for machine learning. Here, It'll remain concise but yet to comprehensive for machine learning resources and related stuff. It'll be updated continually with times.
- Book Materials - Online Course - Research Databases - GitHub - Kaggle- Best Blog - Conferences- YouTube Star
Among the following content which are BOLD, you may like to click them first.
Some of the most influential book lists in the related field.
Machine Learning (ML)
- Hands-On ML with Scikit-Learn, Keras, and TensorFlow | Author: Aurélien
- Python Machine Learning | Author: Sebastian
- The Hundred-Page Machine Learning Book | Andriy
Deep Learning
- Deep Learning | Author: Ian Goodfellow
- Deep Learning with Python | Author: Francois
- Deep Learning for Computer Vision with Python | Author: Adrain
- Reinforcement Learning: An Introduction | Richard
Data Science
- Data Mining: Concepts and Techniques
- An Introduction to Statistical Learning: with Applications in R
- Python for Data Analysis
- Learning Spark: Lightning-Fast Big Data Analysis
- High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark
Some of the most influential high rated, resourceful and promising MOOC courses.
Machine Learning
- ML Crash Course | Google
- ML Specialization | Coursera
- ML with Javascript | Udemy
- Google Machine Learning Education
Deep Learning
- UFLDL Tutorial | Stanford Teaching | Stanford CS | CNN for Visual Recognition | Stanford CS | NLP with Deep Learning
- Deep Learning Specialization | Coursera
- Complete Guide to TensorFlow for Deep Learning with Python | Udemy
- Python for Computer Vision with OpenCV and Deep Learning | Udemy
- Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs | Udemy
Data Science
- Python for Data Science | edX
- Big Data Specialization | Coursera
- Python for Data Science and Machine Learning Bootcamp | Udemy
- Spark and Python for Big Data with PySpark | Udemy
Some enrich online research databases.
- Arxiv Sanity Preserver
- FB Research | Apple Machine Learning Journal | Google AI | Open AI
- Distill
- PaperWithCode
- ICLR:OpenReview
- Dataset : OpenDataLab
- Dataset : PaperWithCode DB
Some open source project to facilitate computer vision task, i.e. classification, detection, semanctic / instance / panoptic segmentation, object tracking, keypoint detection, optical character recognition, etc.
| OS Projects | Research Paper | Explained Blogs |
|---|---|---|
| Detectron2 | Blog | Doc |
| OpenMMLab | - | - |
| 2D Segmentation-PyTorch | - | Doc |
| 2D Segmentation-Keras | - | Doc |
| CAM | Arxiv | Doc |
| PythonRobotics | - | - |
| - | - | - |
-
Deep Learning in Medicine
- NIH Chest X-rays
- SIIM-ISIC Melanoma Classification
- 2018 Data Science Bowl - Segmentation
- Chest X-Ray Images (Pneumonia)
- Recursion Cellular Image Classification
- APTOS 2019 Blindness Detection
- Diabetic Retinopathy Detection
- TReNDS Neuroimaging
- SIIM-ACR Pneumothorax Segmentation
- RSNA Pneumonia Detection Challenge
- OSIC Pulmonary Fibrosis Progression
- VinBigData Chest X-ray Abnormalities Detection
- RANZCR CLiP - Catheter and Line Position Challenge
- OpenVaccine: COVID-19 mRNA Vaccine Degradation Prediction
- RSNA STR Pulmonary Embolism Detection
- Mechanisms of Action (MoA) Prediction
- Predicting Molecular Properties
- Prostate cANcer graDe Assessment (PANDA) Challenge
- RSNA Intracranial Hemorrhage Detection
- HuBMAP - Hacking the Kidney
- SIIM-FISABIO-RSNA COVID-19 Detection
- RSNA-MICCAI Brain Tumor Radiogenomic Classification
- HuBMAP + HPA - Hacking the Human Body
- UW-Madison GI Tract Image Segmentation - Segmentation
- RSNA 2022 Cervical Spine Fracture Detection
-
General Competitions
Classification (Image)
- Bengali.AI Handwritten Grapheme Classification
- Understanding Clouds from Satellite Images
- ALASKA2 Image Steganalysis
- Cassava Leaf Disease Classification
- H&M Personalized Fashion Recommendations
Image Similarity
- Google Universal Image Embedding
- Image Matching Challenge
- Google Landmark Retrieval 2018 - 2019 - 2020 - 2021
- Google Landmark Recognition 2019 - 2020 - 2021
- FGVC6
Detection (CV)
- Google AI Open Images - Object Detection Track
- Tensorflow - Help Protect the Great Barrier Reef
- Global Wheat Detection
- Severstal: Steel Defect Detection
- Deepfake Detection Challenge
- Humpback Whale Identification
- NFL 1st and Future - Impact Detection
- Lyft Motion Prediction for Autonomous Vehicles
- Lyft 3D Object Detection for Autonomous Vehicles
- Peking University/Baidu - Autonomous Driving
Segmentation (CV)
- Airbus Ship Detection Challenge
- Carvana Image Masking Challenge
- Dstl Satellite Imagery Feature Detection
- Understanding Clouds from Satellite Images
- iMaterialist (Fashion) 2019 at FGVC6
- Carvana Image Masking Challenge
Instance Segmentation
Natural Language Processing
- Google AI4Code
- Feedback Prize - Evaluating Student Writing
- Feedback Prize - Predicting Effective Arguments
- TensorFlow 2.0 Question Answering
- Google QUEST Q&A Labeling
- Jigsaw Multilingual Toxic Comment Classification
- Jigsaw Unintended Bias in Toxicity Classification
- Toxic Comment Classification Challenge
- Tweet Sentiment Extraction
- U.S. Patent Phrase to Phrase Matching
- Zillow Prize
Audio
Generative AI
Time Series
Special
Very few amount of amazing blogs.
- OpenAI
- Fast-AI
- Google AI Blog
- TensorFlow Blog
- Facebook AI
- Berkeley AI Research
- Depth First Learning
- Polo Club of Data Science
- OpenAI
- Research Blog: Stanford NLP
- PaperWithCode
- Cleverhans | About: Security and privacy in machine learning.
- Andrej Karpathy
- Visualizing ML: Jay Alammar
- Lil'Log
- Kevin Zakka
- Arthur Juliani
- Colah
- Michael Nielsen
- Sebastian Ruder
- PyImageSearch
- Machine Learning Mastery
- Open Source
- Annotated PyTorch Paper Implementations
- CVPR - IEEE Conference on Computer Vision and Pattern Recognition
- NeurIPS : Neural Information Processing Systems (NIPS)
- ECCV : European Conference on Computer Vision
- ICML : International Conference on Machine Learning
- ICCV : IEEE/CVF International Conference on Computer Vision
- DSA | mycodeschool
- Arxiv Insights
- Welch Labs
- 3Blue1Brown
- Edureka
- Sentdex
- Standford School | CNN for Visual Recognition
- Code Bullet
- Khan Academy
If you've anything in mind that you think is awesome and would fit here, feel free to send a pull request or if you're just feeling social, feel free to email me or reach out on LinkedIn.