- CNN - https://cs.nju.edu.cn/wujx/paper/CNN.pdf
- CNN for Visual Recognition - https://cs231n.github.io/optimization-2/
- Backpropagation - http://neuralnetworksanddeeplearning.com/chap2.html
- A Neural Network in 13 lines of Python (Part 2 - Gradient Descent) - https://iamtrask.github.io/2015/07/27/python-network-part2/
- Machine Learning Crash Course - https://ml.berkeley.edu/blog/posts/crash-course/part-3/
- Understanding CNN with a mathematical model - https://www.sciencedirect.com/science/article/abs/pii/S1047320316302267
- CNN Stufy guide - https://statquest.org/studyguides/
- Evaluation of pooling operations in convolutional architectures for object recognition - https://link.springer.com/chapter/10.1007/978-3-642-15825-4_10
- CNN 2D Viosualization - https://www.cs.ryerson.ca/~aharley/vis/conv/flat.html
- The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3) - https://adeshpande3.github.io/The-9-Deep-Learning-Papers-You-Need-To-Know-About.html
- A Friendly Introduction to Cross-Entropy Loss - https://rdipietro.github.io/friendly-intro-to-cross-entropy-loss/
- Softmax classification with cross-entropy - https://peterroelants.github.io/posts/cross-entropy-softmax/
- The Ultimate Guide to Convolutional Neural Networks (CNN) - https://www.superdatascience.com/blogs/the-ultimate-guide-to-convolutional-neural-networks-cnn
- EARTHDATA - https://earthdata.nasa.gov/
- Dataset Search - https://datasetsearch.research.google.com/
- Crime Data Explorer - https://crime-data-explorer.fr.cloud.gov/
- Data World - https://data.world/
- CERN - https://home.cern/
- Lion Bridge - https://www.lionbridge.com/
- Honorable Mentions - (AwesomeData) - https://github.com/awesomedata
RoadMap: https://whimsical.com/machine-learning-roadmap-2020-CA7f3ykvXpnJ9Az32vYXva
ML - Learning Phase
-
Data Preprocessing https://srivicky2000.medium.com/data-preprocessing-in-python-e6c61b051dc9
-
Difference Between Independent and Dependent Variable https://srivicky2000.medium.com/difference-between-independent-and-dependent-variable-18aa09e5a214
-
Multiple Linear Regression in Python (Lateral Acceleration) https://srivicky2000.medium.com/multiple-linear-regression-in-python-e093abd12430
-
Polynomial Regression https://srivicky2000.medium.com/polynomial-regression-in-python-c082c698d081 MLR https://gist.github.com/ashwath007/c895883d26a289cdedbd69001b0dc35f.js
-
Linear Regression in 2 min https://srivicky2000.medium.com/simple-linear-regression-in-2-min-acaf2f523369
-
R^2 in Regression https://srivicky2000.medium.com/what-is-r%C2%B2-in-regression-b62bb3ec848f
-
SVM- SVR https://srivicky2000.medium.com/svm-support-vector-machine-fa897f1e5187
-
SVM - SVC Support Vector Classification https://srivicky2000.medium.com/svm-support-vector-machine-2a82fd8d15bf
-
Gradient Descent and Normal Equation https://dj-sri-vigneshwar.medium.com/normal-equation-or-gradient-descent-e9d9b9345879
-
The math behind Naive Bayes https://dj-sri-vigneshwar.medium.com/the-math-behind-naive-bayes-4e5791ec6f22 towardsdatascience
-
Understanding— Logistic Regression within 5min 🐱🏍 - https://srivicky2000.medium.com/understand-logistic-regression-within-5min-84c329bff97
Financial Aid
Why are you applying for Financial Aid?
Hello, my name is Sri Vigneshwar, and I'm from India. I'm applying for Financial Aid for the course Machine Learning because I do not have any source of income right now and I don't earn enough money and I can't afford the full tuition at this time of my life and career. The Tuition fee for my college itself is more, and my parents need to struggle to pay it. Receiving Financial aid for this course will help me get a good job or get an internship. It's my dream to get a job in Big tech companies, Machine Learning is a really interesting field. and receiving financial aid will allow me to focus on my studies and by taking it to allow me to take off a paid internship and can take another course in the machine learning path. As of now, I have only Time and Interest in the subject. This course will give me great knowledge and support my career.
How will taking this course help you achieve your career goals?
I am studying Computer Science Engineering, I have a solid background in Math and Programming, and I love problem-solving. And I have a keen interest in ML and Deep Learning. This course will provide in-depth knowledge and programming skill to pursue in the Machine Learning path. This course certificate will increase my chances to get my first job or internship.
I am a hard-working student, who learns every day and upgrades his skill, This course will bring a difference in my life. I wanted to be an expert in Machine Learning. I believe this course will be the foundation for this course.
If you answered no, please help us understand why.
Basically, I don't have any source of income now, My parents took an educational loan for my engineering. So paying a loan is difficult and I will be an extra burden for my parents. I really needed this course, By providing this course for free will change my life and my career. I hope you can understand. Thank you
I am studying Computer Science Engineering, I have a solid background in Math and Programming, and I love problem-solving. And I have a keen interest in ML and Deep Learning. This course will provide in-depth knowledge and programming skill to pursue in the Machine Learning path. This course certificate will increase my chances to get my first job or internship. I always wanted to be a part of Deep Learning Research and Development, This course will give me everything for that. I am a hard-working student, who learns every day and upgrades his skill, This course will bring a difference in my life. I wanted to be an expert in Machine Learning and Deep Learning. I believe this course will be the foundation for my career. As an engineering student, I always have an urge to solve tough problems. With Deep Learning I could approach and solve it. I am really interested in Self-driving cars, Noise Cancellation tech, I am looking forward to dive into it.