🧠 Topic: Quick Start to Gaussian Process Regression
💠 Link: https://towardsdatascience.com/quick-start-to-gaussian-process-regression-36d838810319
💡 Tags: #machine_learning #Bayesian
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🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/quick-start-to-gaussian-process-regression-36d838810319
💡 Tags: #machine_learning #Bayesian
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Medium
Quick Start to Gaussian Process Regression
A quick guide to understanding Gaussian process regression (GPR) and using scikit-learn’s GPR package
🧠 Topic: Causal Reasoning: Fundamentals and Machine Learning Applications
💠 Link: https://causalinference.gitlab.io/causal-reasoning-book-chapter1/
💡 Tags: #machine_learning #causal_inference
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🧩 More: @Aitive
💠 Link: https://causalinference.gitlab.io/causal-reasoning-book-chapter1/
💡 Tags: #machine_learning #causal_inference
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Getting Started with Causal Inference
Chapter 1: Causal Reasoning Book
Introduction
🧠 Topic: Purdue Krannert-Statistics Causal Machine Learning for Novel Settings Boot Camp
💠 Link: https://www.stat.purdue.edu/~sabbaghi/teaching/causalMLNovelSettings/Introduction%20-%20Causal%20Inference%20and%20ML.html
💡 Tags: #machine_learning #causal_inference
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🧩 More: @Aitive
💠 Link: https://www.stat.purdue.edu/~sabbaghi/teaching/causalMLNovelSettings/Introduction%20-%20Causal%20Inference%20and%20ML.html
💡 Tags: #machine_learning #causal_inference
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🧠 Topic: Log Softmax Vs Softmax
💠 Link: https://deepdatascience.wordpress.com/2020/02/27/log-softmax-vs-softmax/
💡 Tags: #deep_learning
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🧩 More: @Aitive
💠 Link: https://deepdatascience.wordpress.com/2020/02/27/log-softmax-vs-softmax/
💡 Tags: #deep_learning
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Data Science & Deep Learning
Log Softmax Vs Softmax
Question: I recently came across log softmax for loss calculation. Does it matter and Which one should I choose ?Answer: Log Softmax is advantageous over softmax for numerical stability, optimisati…
🧠 Topic: A Visual Guide to Learning Rate Schedulers in PyTorch
💠 Link: https://towardsdatascience.com/a-visual-guide-to-learning-rate-schedulers-in-pytorch-24bbb262c863
💡 Tags: #deep_learning
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🧩 More: @Aitive
💠 Link: https://towardsdatascience.com/a-visual-guide-to-learning-rate-schedulers-in-pytorch-24bbb262c863
💡 Tags: #deep_learning
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🧠 Topic: Probability Theory for Machine Learning
💠 Link: https://www.cs.toronto.edu/~urtasun/courses/CSC411/tutorial1.pdf
💡 Tags: #machine_learning
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💠 Link: https://www.cs.toronto.edu/~urtasun/courses/CSC411/tutorial1.pdf
💡 Tags: #machine_learning
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🧠 Topic: Deep Learning Course (Oxford)
💠 Link: https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu
💡 Tags: #deep_learning #artificial_intelligence #machine_learning
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu
💡 Tags: #deep_learning #artificial_intelligence #machine_learning
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ML-Tommy.pdf
8.8 MB
🧠 Topic: Statistics and Machine Learning in Python
💠 Link: https://duchesnay.github.io/pystatsml/
💡 Tags: #machine_learning
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💠 Link: https://duchesnay.github.io/pystatsml/
💡 Tags: #machine_learning
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🧠 Topic: Causal Inference Course by Brady Neal
💠 Link: https://www.youtube.com/playlist?list=PLoazKTcS0RzZ1SUgeOgc6SWt51gfT80N0
💡 Tags: #artificial_intelligence #machine_learning #causal_inference
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLoazKTcS0RzZ1SUgeOgc6SWt51gfT80N0
💡 Tags: #artificial_intelligence #machine_learning #causal_inference
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🧠 Topic: LangChain Cheatsheet
💠 Link: https://pub.towardsai.net/langchain-cheatsheet-all-secrets-on-a-single-page-8be26b721cde
💡 Tags: #artificial_intelligence #machine_learning #nlp
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🧩 More: @Aitive
💠 Link: https://pub.towardsai.net/langchain-cheatsheet-all-secrets-on-a-single-page-8be26b721cde
💡 Tags: #artificial_intelligence #machine_learning #nlp
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Medium
LangChain Cheatsheet — All Secrets on a Single Page
The onepager summarizes the basics of LangChain. LangChain cheatsheet includes llms, prompts, memory, indexes, agents, chains and colab…
Christopher_M_Bishop,_Hugh_Bishop_Deep_Learning_Foundations_and.pdf
47.3 MB
🧠 Topic: Deep Learning: Foundations and Concepts
💠 Link: https://www.bishopbook.com/
💡 Tags: #artificial_intelligence #deep_learning
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🧩 More: @Aitive
💠 Link: https://www.bishopbook.com/
💡 Tags: #artificial_intelligence #deep_learning
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Textbooks_in_Mathematics_Crista_Arangala_Linear_Algebra_With_Machine.pdf
14.8 MB
🧠 Topic: Linear Algebra With Machine Learning and Data
💠 Link: https://www.routledge.com/Linear-Algebra-With-Machine-Learning-and-Data/Arangala/p/book/9780367458393
💡 Tags: #linear_algebra #machine_learning
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🧩 More: @Aitive
💠 Link: https://www.routledge.com/Linear-Algebra-With-Machine-Learning-and-Data/Arangala/p/book/9780367458393
💡 Tags: #linear_algebra #machine_learning
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🧠 Topic: Essence of Linear Algebra
💠 Link: https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
💡 Tags: #linear_algebra #machine_learning
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🧩 More: @Aitive
💠 Link: https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
💡 Tags: #linear_algebra #machine_learning
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UnderstandingDeepLearning.pdf
21.3 MB
🧠 Topic: Understanding Deep Learning
💠 Link: http://udlbook.com/
💡 Tags: #artificial_intelligence #deep_learning
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🧩 More: @Aitive
💠 Link: http://udlbook.com/
💡 Tags: #artificial_intelligence #deep_learning
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