Good ML Articles: Developing the Intuition Introduction https://medium.com/artificial-industry/machine-learning-concepts-for-business-people-6d1180a131db First Steps https://hackernoon.com/absolute-beginning-into-machine-learning-e90ceda5a4bc Fundamentals of Data Science https://medium.freecodecamp.org/aspiring-data-scientist-master-these-fundamentals-be7c54350868 ML Algorithms https://towardsdatascience.com/a-tour-of-the-top-10-algorithms-for-machine-learning-newbies-dde4edffae11 Simple statistics https://towardsdatascience.com/statistics-for-people-in-a-hurry-a9613c0ed0b Data Science project planning https://medium.com/@jameschen_78678/data-science-x-project-planning-9cb0a2c3cfa7 Performance metrics https://towardsdatascience.com/evaluation-metrics-for-classification-409568938a7d Neural networks https://becominghuman.ai/from-perceptron-to-deep-neural-nets-504b8ff616e Delving deeper into Deep Learning https://towardsdatascience.com/nns-aynk-c34efe37f15a Applying the knowledge Set up environment https://medium.freecodecamp.org/baby-steps-to-learn-machine-learning-from-a-tennis-fan-d4171f51c23f Dabbling in Python https://heartbeat.fritz.ai/some-essential-hacks-and-tricks-for-machine-learning-with-python-5478bc6593f2 NumPy https://towardsdatascience.com/lets-talk-about-numpy-for-datascience-beginners-b8088722309f Pandas https://medium.com/@harrypotter0/an-introduction-to-data-analysis-with-pandas-27ecbce2853 Matplotlib https://heartbeat.fritz.ai/introduction-to-matplotlib-data-visualization-in-python-d9143287ae39 Scikit-learn https://towardsdatascience.com/hands-on-introduction-to-scikit-learn-sklearn-f3df652ff8f2 Machine learning tutorials https://medium.mybridge.co/learn-to-build-a-machine-learning-application-from-top-articles-of-2017-cdd5638453fc Deep learning tutorials https://medium.com/quick-code/top-tutorials-to-learn-deep-learning-with-python-e593d3449aca Additional Resources 1) https://towardsdatascience.com/my-journey-into-data-science-39e9bbbbf452 2) https://medium.freecodecamp.org/every-single-machine-learning-course-on-the-internet-ranked-by-your-reviews-3c4a7b8026c0 3) https://medium.freecodecamp.org/i-ranked-all-the-best-data-science-intro-courses-based-on-thousands-of-data-points-db5dc7e3eb8e Online Courses: First courses would be: Machine Learning by Andrew Ng and Artificial Intelligence by Ansaf Salleb-Aouissi. Deep Learning by Andrew Ng — specialization of 5 courses on neural networks and their applications in real projects Intro to Artificial Intelligence by Peter Norvig and Sebastian Thrun — fundamentals of AI Deep Learning by Vincent Vanhoucke and Arpan Chakraborty — introduction to DL algorithms in Python Neural Networks for Machine Learning by Geoffrey Hinton — comprehensive theory-oriented course on Neural Networks Practical Deep Learning for Coders by Jeremy Howard — practice-oriented DL course Cutting Edge Deep Learning For Coders by Jeremy Howard — 2nd part of this course on state-of-the-art in DL Convolutional Neural Networks for Visual Recognition by Andrej Karpathy — Stanford lectures (spring 2017) on Convolutional Networks Deep Natural Language Processing, Oxford 2017 — comprehensive course on Deep Learning in Natural Language Processing Deep Learning for Self-Driving Cars, MIT 2017 — introductory course to the practice of deep learning for self-driving cars Blogs •OpenAI Blog — focused on safety issues of AI •DeepMind Blog — “Solve intelligence. Use it to make the world a better place.”is a motto of DeepMind •Google Research Blog — latest news on research at Google •Facebook Research Blog — latest news on research at Facebook •Microsoft Next Blog — latest news on tech and research at Microsoft •The BAIR Blog — Berkeley AI Research platform •Intuition Machine — Deep Learning patterns, methodology and strategy •Distill — the most clear Machine Learning research journal Book List Artificial Intelligence: A Modern Approach by Stuart Russel and Peter Norvig Artificial Intelligence: Foundations of Computational Agents by David L. Poole and Alan K. Mackworth Deep Learning Book by Ian Goodfellow, Yoshua Bengio and Aaron Courville AI Playbook by Andreessen Horowitz Neural Networks and Deep Learning by Michael Nielsen Machine Learning Yearning by Andrew Ng Deep Learning with Python (and R) by François Chollet Big Data - Case Study Collection: 1) Python for Data analysis - https://lnkd.in/fvKavA2 2) Python Quick Reference sheet - https://lnkd.in/fa9wirz 3) Python Machine Learning Tutorial - https://lnkd.in/fteKpTY 4) All Cheat Sheets in one place - https://lnkd.in/fsmfZns 5) IBM FREE Cognitive classes for Data Science and Machine Learning - https://lnkd.in/fpp9QFT 6) Data Visualization - https://lnkd.in/f3FXCue 7) Getting Your First Data Science Job - https://lnkd.in/fQGHM2J 8) DATA SCIENCE INTERVIEW QUESTIONS - https://lnkd.in/feKZVhv 9) EXCEL EXPERT IN NO TIME - https://lnkd.in/fXC4dhj 10) 10 Minutes to Pandas - https://lnkd.in/fpwaBCq 11) Numpy 100 Exercises - https://lnkd.in/fVX7Khk 12) Quick Reference Sheet (ML , DL & AI) - https://lnkd.in/fEVYMGD 13) Machine Learning Yearning By Andrew Ng - https://lnkd.in/f_E-_pf 14) MUST READ ARTICLES FOR DATA SCIENCE ENTHUSIAST - https://lnkd.in/fwPmurj 15) Coursera Deep Learning Course Notes - https://lnkd.in/fwQRK_G 16) Commonly used Machine Learning Algorithms - https://lnkd.in/f8msx2T 17) DATA SCIENCE LEARNING PATH FOR COMPLETE BEGINNER - https://lnkd.in/f6NJJk9 18) Books - https://github.com/mravendi/data-science-machine-learning-ai-resources/tree/master/books
No comments:
Post a Comment