Level 4: Deep Learning coming soon Prerequisite Knowledge: * Neural Networks and Deep Learning DataCamp Case Studies Kaggle Case Studies (90 case studies) Computer Vision 01Digit Recognizer 02Diabetic Retinopathy Detection 03First Steps With Julia 04I’m Something of a Painter Myself 05Petals to the Metal - Flower Classification on TPU 06Facial Keypoints Detection 07The Nature Conservancy Fisheries Monitoring 08Ultrasound Nerve Segmentation 09Avito Duplicate Ads Detection 10Draper Satellite Image Chronology 11State Farm Distracted Driver Detection 12Second Annual Data Science Bowl 13Statoil/C-CORE Iceberg Classifier Challenge 14Carvana Image Masking Challenge 15Passenger Screening Algorithm Challenge 16Planet: Understanding the Amazon from Space 17NOAA Fisheries Steller Sea Lion Population Count 18Intel & MobileODT Cervical Cancer Screening 19Google Cloud & YouTube-8M Video Understanding Challenge 20Data Science Bowl 2017 21Dstl Satellite Imagery Feature Detection 22Human Protein Atlas Image Classification 23PLAsTiCC Astronomical Classification 24Quick, Draw! Doodle Recognition Challenge 25RSNA Pneumonia Detection Challenge 26Airbus Ship Detection Challenge 27TGS Salt Identification Challenge 28Google AI Open Images - Visual Relationship Track 29Google AI Open Images - Object Detection Track 302018 Data Science Bowl 31IEEE's Signal Processing Society - Camera Model Identification 32Peking University/Baidu - Autonomous Driving 33RSNA Intracranial Hemorrhage Detection 34Lyft 3D Object Detection for Autonomous Vehicles 35Severstal: Steel Defect Detection 36APTOS 2019 Blindness Detection 37SIIM-ACR Pneumothorax Segmentation 38Humpback Whale Identification 39VSB Power Line Fault Detection 40NFL 1st and Future - Impact Detection 41RSNA STR Pulmonary Embolism Detection 42Lyft Motion Prediction for Autonomous Vehicles 43SIIM-ISIC Melanoma Classification 44Prostate cANcer graDe Assessment (PANDA) Challenge 45Deepfake Detection Challenge 46Sartorius - Cell Instance Segmentation 47RSNA-MICCAI Brain Tumor Radiogenomic Classification 48SIIM-FISABIO-RSNA COVID-19 Detection 49Shopee - Price Match Guarantee 50Human Protein Atlas - Single Cell Classification 51VinBigData Chest X-ray Abnormalities Detection 52RANZCR CLiP - Catheter and Line Position Challenge 53RSNA Screening Mammography Breast Cancer Detection 54DFL - Bundesliga Data Shootout 55RSNA 2022 Cervical Spine Fracture Detection Natural Language Processing 01Bag of Words Meets Bags of Popcorn 02Natural Language Processing with Disaster Tweets 03Contradictory, My Dear Watson 04Data Science for Good: City of Los Angeles 05Data Science for Good: CareerVillage.org 06Predict Closed Questions on Stack Overflow 07The Hewlett Foundation: Automated Essay Scoring 08See Click Predict Fix 09CDP - Unlocking Climate Solutions 10Tradeshift Text Classification 11Crowdflower Search Results Relevance 12Coupon Purchase Prediction 13Flavours of Physics 14Mercari Price Suggestion Challenge 15TensorFlow Speech Recognition Challenge 16Quora Question Pairs 17Toxic Comment Classification Challenge 18Two Sigma: Using News to Predict Stock Movements 19Quora Insincere Questions Classification 20Jigsaw Unintended Bias in Toxicity Classification 21Riiid Answer Correctness Prediction 22Tweet Sentiment Extraction 23Jigsaw Multilingual Toxic Comment Classification 24Google QUEST Q&A Labeling 25TensorFlow 2.0 Question Answering 26Feedback Prize - Evaluating Student Writing 27Jigsaw Rate Severity of Toxic Comments 28CommonLit Readability Prize 29Coleridge Initiative - Show US the Data 30Bristol-Myers Squibb – Molecular Translation 31OTTO – Multi-Objective Recommender System 32Feedback Prize - English Language Learning 33Feedback Prize - Predicting Effective Arguments 34U.S. Patent Phrase to Phrase Matching 35NBME - Score Clinical Patient Notes
