Скачать с ютуб 5 ways to work with imbalanced data | Imbalanced dataset machine learning | Imbalanced data в хорошем качестве

5 ways to work with imbalanced data | Imbalanced dataset machine learning | Imbalanced data

5 ways to work with imbalanced data | Imbalanced dataset machine learning | Imbalanced data #ImbalancedDataClassification #UnfoldDataScience Hello , My name is Aman and I am a Data Scientist. About this video: In this video, I explain how to work with imbalanced data in machine learning classification use case. I explain multiple ways in which we can take care of imbalanced data and train a better machine learning model. Below topics are explained in this video: 1. 5 ways to work with imbalanced data 2. Imbalanced dataset machine learning 3. Imbalanced data in classification 4. Undersample and oversample 5. Undersample majority class 6. smote meaning 7. smote in python imblearn page link - https://imbalanced-learn.org/stable/r... About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well. If you need Data Science training from scratch . Please fill this form (Please Note: Training is chargeable) https://docs.google.com/forms/d/1Acua... Book recommendation for Data Science: Category 1 - Must Read For Every Data Scientist: The Elements of Statistical Learning by Trevor Hastie - https://amzn.to/37wMo9H Python Data Science Handbook - https://amzn.to/31UCScm Business Statistics By Ken Black - https://amzn.to/2LObAA5 Hands-On Machine Learning with Scikit Learn, Keras, and TensorFlow by Aurelien Geron - https://amzn.to/3gV8sO9 Ctaegory 2 - Overall Data Science: The Art of Data Science By Roger D. Peng - https://amzn.to/2KD75aD Predictive Analytics By By Eric Siegel - https://amzn.to/3nsQftV Data Science for Business By Foster Provost - https://amzn.to/3ajN8QZ Category 3 - Statistics and Mathematics: Naked Statistics By Charles Wheelan - https://amzn.to/3gXLdmp Practical Statistics for Data Scientist By Peter Bruce - https://amzn.to/37wL9Y5 Category 4 - Machine Learning: Introduction to machine learning by Andreas C Muller - https://amzn.to/3oZ3X7T The Hundred Page Machine Learning Book by Andriy Burkov - https://amzn.to/3pdqCxJ Category 5 - Programming: The Pragmatic Programmer by David Thomas - https://amzn.to/2WqWXVj Clean Code by Robert C. Martin - https://amzn.to/3oYOdlt My Studio Setup: My Camera : https://amzn.to/3mwXI9I My Mic : https://amzn.to/34phfD0 My Tripod : https://amzn.to/3r4HeJA My Ring Light : https://amzn.to/3gZz00F Join Facebook group : https://www.facebook.com/groups/41022... Follow on medium :   / amanrai77   Follow on quora: https://www.quora.com/profile/Aman-Ku... Follow on twitter : @unfoldds Get connected on LinkedIn :   / aman-kumar-b4881440   Follow on Instagram : unfolddatascience Watch Introduction to Data Science full playlist here :    • Data Science In 15 Minutes | Data Sci...   Watch python for data science playlist here:    • Python Basics For Data Science(Dataty...   Watch statistics and mathematics playlist here :    • Measures of Central Tendency|Statisti...   Watch End to End Implementation of a simple machine learning model in Python here:    • How Does Machine Learn|How Machine Le...   Learn Ensemble Model, Bagging and Boosting here:    • Introduction to Ensemble learning|Wha...   Build Career in Data Science Playlist:    • Channel updates - Unfold Data Science...   Artificial Neural Network and Deep Learning Playlist:    • Intuition behind neural networks|Neur...   Natural langugae Processing playlist:    • Natural Language Processing  - What a...   Understanding and building recommendation system:    • Recommendation System Machine Learnin...   Access all my codes here: https://drive.google.com/drive/folder... Have a different question for me? Ask me here : https://docs.google.com/forms/d/1ccgl... My Music: https://www.bensound.com/royalty-free...