Open-Sourcing BiT: Exploring Large-Scale Pre-training for ...
http://ai.googleblog.com/2020/05/open-sourcing-bit-exploring-large-scale.html
http://ai.googleblog.com/2020/05/open-sourcing-bit-exploring-large-scale.html
blog.research.google
Open-Sourcing BiT: Exploring Large-Scale Pre-training for Computer Vision
Day 15 resources
1. https://towardsdatascience.com/a-one-stop-shop-for-principal-component-analysis-5582fb7e0a9c
2. http://cda.psych.uiuc.edu/statistical_learning_course/Jolliffe%20I.%20Principal%20Component%20Analysis%20(2ed.,%20Springer,%202002)(518s)_MVsa_.pdf
3. https://www.analyticsvidhya.com/blog/2016/03/pca-practical-guide-principal-component-analysis-python/
4. https://medium.com/@aptrishu/understanding-principle-component-analysis-e32be0253ef0
1. https://towardsdatascience.com/a-one-stop-shop-for-principal-component-analysis-5582fb7e0a9c
2. http://cda.psych.uiuc.edu/statistical_learning_course/Jolliffe%20I.%20Principal%20Component%20Analysis%20(2ed.,%20Springer,%202002)(518s)_MVsa_.pdf
3. https://www.analyticsvidhya.com/blog/2016/03/pca-practical-guide-principal-component-analysis-python/
4. https://medium.com/@aptrishu/understanding-principle-component-analysis-e32be0253ef0
Medium
A One-Stop Shop for Principal Component Analysis
At the beginning of the textbook I used for my graduate stat theory class, the authors (George Casella and Roger Berger) explained in the…
Day 16 resources
1. https://medium.com/towards-artificial-intelligence/differences-between-ai-and-machine-learning-and-why-it-matters-1255b182fc6
2. https://towardsdatascience.com/notes-on-artificial-intelligence-ai-machine-learning-ml-and-deep-learning-dl-for-56e51a2071c2
3. https://www.youtube.com/watch?v=ukzFI9rgwfU
4. https://www.youtube.com/watch?v=VwVg9jCtqaU
5. https://www.youtube.com/watch?v=2ePf9rue1Ao
6.https://www.youtube.com/watch?v=kWmX3pd1f10
1. https://medium.com/towards-artificial-intelligence/differences-between-ai-and-machine-learning-and-why-it-matters-1255b182fc6
2. https://towardsdatascience.com/notes-on-artificial-intelligence-ai-machine-learning-ml-and-deep-learning-dl-for-56e51a2071c2
3. https://www.youtube.com/watch?v=ukzFI9rgwfU
4. https://www.youtube.com/watch?v=VwVg9jCtqaU
5. https://www.youtube.com/watch?v=2ePf9rue1Ao
6.https://www.youtube.com/watch?v=kWmX3pd1f10
Medium
Machine Learning (ML) vs. Artificial Intelligence (AI) — Crucial Differences
Unfortunately, some tech organizations are deceiving customers by proclaiming to use machine learning (ML) and artificial intelligence (AI)
Day - 18 Resources.
1. https://www.udacity.com/course/intro-to-data-analysis--ud170
2. https://www.kaggle.com/learn/overview
3.https://www.coursera.org/lecture/competitive-data-science/exploratory-data-analysis-zvOJc
4.https://www.datacamp.com/community/tutorials/kaggle-machine-learning-eda
5. https://www.analyticsvidhya.com/wp-content/uploads/2015/06/infographics-final.jpg
6. https://www.analyticsvidhya.com/wp-content/uploads/2015/06/data-visualisation-infographics1.jpg
7. https://www.analyticsvidhya.com/blog/2016/01/guide-data-exploration/
1. https://www.udacity.com/course/intro-to-data-analysis--ud170
2. https://www.kaggle.com/learn/overview
3.https://www.coursera.org/lecture/competitive-data-science/exploratory-data-analysis-zvOJc
4.https://www.datacamp.com/community/tutorials/kaggle-machine-learning-eda
5. https://www.analyticsvidhya.com/wp-content/uploads/2015/06/infographics-final.jpg
6. https://www.analyticsvidhya.com/wp-content/uploads/2015/06/data-visualisation-infographics1.jpg
7. https://www.analyticsvidhya.com/blog/2016/01/guide-data-exploration/
Udacity
Introduction to Data Analytics | Data Analysis | Udacity
Learn online and advance your career with courses in programming, data science, artificial intelligence, digital marketing, and more. Gain in-demand technical skills. Join today!
How to Think Like a Data Scientist or Data Analyst
https://www.kdnuggets.com/2020/05/think-like-data-scientist-data-analyst.html
https://www.kdnuggets.com/2020/05/think-like-data-scientist-data-analyst.html
KDnuggets
How to Think Like a Data Scientist - KDnuggets
So what does it take to become a data scientist? For some pointers on the skills for success, I interviewed Ben Chu, who is a Senior Data Scientist at Refinitiv Labs.
Day 20 Resources.
1. https://distill.pub/2016/misread-tsne/
2. https://www.youtube.com/watch?v=NEaUSP4YerM
3. https://towardsdatascience.com/visualising-high-dimensional-datasets-using-pca-and-t-sne-in-python-8ef87e7915b
4. https://www.datacamp.com/community/tutorials/introduction-t-sne
5. https://www.analyticsvidhya.com/blog/2017/01/t-sne-implementation-r-python/
6. https://mlexplained.com/2018/09/14/paper-dissected-visualizing-data-using-t-sne-explained/
7. https://www.oreilly.com/content/an-illustrated-introduction-to-the-t-sne-algorithm/
1. https://distill.pub/2016/misread-tsne/
2. https://www.youtube.com/watch?v=NEaUSP4YerM
3. https://towardsdatascience.com/visualising-high-dimensional-datasets-using-pca-and-t-sne-in-python-8ef87e7915b
4. https://www.datacamp.com/community/tutorials/introduction-t-sne
5. https://www.analyticsvidhya.com/blog/2017/01/t-sne-implementation-r-python/
6. https://mlexplained.com/2018/09/14/paper-dissected-visualizing-data-using-t-sne-explained/
7. https://www.oreilly.com/content/an-illustrated-introduction-to-the-t-sne-algorithm/
Distill
How to Use t-SNE Effectively
Although extremely useful for visualizing high-dimensional data, t-SNE plots can sometimes be mysterious or misleading.
Day 21 resources
1. https://www.coursera.org/learn/multivariate-calculus-machine-learning
2. https://ml-cheatsheet.readthedocs.io/en/latest/calculus.html
3. https://www.khanacademy.org/math/multivariable-calculus
4. https://www.youtube.com/watch?v=WUvTyaaNkzM&list=PLOuNXk3Eq9Y9_iCLsLJORbuyzQWdKWRoI
5. https://www.mlq.ai/mathematics-of-machine-learning-multivariate-calculus/
6. https://www.analyticsvidhya.com/blog/2019/10/mathematics-behind-machine-learning/
7. https://towardsdatascience.com/understanding-the-mathematics-behind-gradient-descent-dde5dc9be06e
8. https://www.youtube.com/watch?v=jc2IthslyzM
9. https://medium.com/deep-math-machine-learning-ai/chapter-1-2-gradient-descent-with-math-d4f2871af402
10. https://ml-cheatsheet.readthedocs.io/en/latest/gradient_descent.html
11. https://www.charlesbordet.com/en/gradient-descent/#but-the-maths
12. https://hackernoon.com/gradient-descent-aynk-7cbe95a778da
1. https://www.coursera.org/learn/multivariate-calculus-machine-learning
2. https://ml-cheatsheet.readthedocs.io/en/latest/calculus.html
3. https://www.khanacademy.org/math/multivariable-calculus
4. https://www.youtube.com/watch?v=WUvTyaaNkzM&list=PLOuNXk3Eq9Y9_iCLsLJORbuyzQWdKWRoI
5. https://www.mlq.ai/mathematics-of-machine-learning-multivariate-calculus/
6. https://www.analyticsvidhya.com/blog/2019/10/mathematics-behind-machine-learning/
7. https://towardsdatascience.com/understanding-the-mathematics-behind-gradient-descent-dde5dc9be06e
8. https://www.youtube.com/watch?v=jc2IthslyzM
9. https://medium.com/deep-math-machine-learning-ai/chapter-1-2-gradient-descent-with-math-d4f2871af402
10. https://ml-cheatsheet.readthedocs.io/en/latest/gradient_descent.html
11. https://www.charlesbordet.com/en/gradient-descent/#but-the-maths
12. https://hackernoon.com/gradient-descent-aynk-7cbe95a778da
Coursera
Mathematics for Machine Learning: Multivariate Calculus
Offered by Imperial College London. This course offers a ... Enroll for free.