| Probability and Statistics fundamentals |
Probability cheatsheet |
https://drive.google.com/drive/folders/1tlhghbMC4IziXQw2Y4XMv76DOuBWgBd2 |
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Article on mean, variance and standard deviation |
https://www.geeksforgeeks.org/mathematics-mean-variance-and-standard-deviation/ |
| Python |
Basics of python |
https://www.youtube.com/watch?v=rfscVS0vtbw(uptil 2hrs, 20mins) |
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https://www.w3schools.com/python/python_intro.asp |
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Numpy library |
https://www.youtube.com/watch?v=QUT1VHiLmmI |
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Pandas library |
https://www.youtube.com/watch?v=5JnMutdy6Fw |
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Quiz on Pandas(w3schools) |
https://www.w3schools.com/python/pandas/pandas_quiz.asp |
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Data Visualization using Matplotlib |
https://www.youtube.com/watch?v=UO98lJQ3QGI&list=PL-osiE80TeTvipOqomVEeZ1HRrcEvtZB |
| (refer videos 1-7) |
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| Machine Learning |
Introduction to Machine Learning |
https://www.geeksforgeeks.org/introduction-machine-learning/?ref=lbp(article) |
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Introduction to data in Machine Learning |
https://www.geeksforgeeks.org/ml-introduction-data-machine-learning/?ref=lbp |
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Fundamental topics: Cross validation, Confusion Matrix, Sensitivity and Specificity, Bias and Variance, ROC and AUC |
https://www.youtube.com/watch?v=Gv9_4yMHFhI&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF&index=1 |
| (Watch videos 1-7) |
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Linear Regression and Linear Models |
https://www.youtube.com/watch?v=PaFPbb66DxQ&list=PLblh5JKOoLUIzaEkCLIUxQFjPIlapw8nU |
| (entire playlist) |
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Blog: Python implementation of linear regression |
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| (geeksforgeeks |
https://www.geeksforgeeks.org/linear-regression-python-implementation/ |
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| (geeksforgeeks article) |
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Blog: Introduction to machine learning algorithms: Linear Regression |
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| (medium) |
https://medium.com/towards-data-science/introduction-to-machine-learning-algorithms-linear-regression-14c4e325882a |
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Blog: Simple and Multiple Linear Regression in Python |
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| (medium) |
https://medium.com/towards-data-science/simple-and-multiple-linear-regression-in-python-c928425168f9 |
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Logistic Regression |
https://www.youtube.com/watch?v=C4N3_XJJ-jU&list=PLblh5JKOoLUKxzEP5HA2d-Li7IJkHfXSe&index=7 |
| (entire playlist) |
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Linear vs Logistic Regression |
https://www.youtube.com/watch?v=OCwZyYH14uw |
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Blog: Introduction to Logistic Regression |
https://medium.com/towards-data-science/introduction-to-logistic-regression-66248243c148 |
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Regularization(Ridge and Lasso regression) |
https://www.youtube.com/watch?v=yIYKR4sgzI8&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF&index=18 |
| (watch videos 25-29) |
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Principle Component Analysis(PCA) |
https://www.youtube.com/watch?v=yIYKR4sgzI8&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF&index=18 |
| (watch 30, 31, 32, 33, 34) |
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Hierarchical Clustering, K-means clustering, K-Nearest Neighbors |
https://www.youtube.com/watch?v=yIYKR4sgzI8&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF&index=18 |
| (videos 40, 41, 43) |
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Support Vector Machines |
https://www.youtube.com/watch?v=efR1C6CvhmE&list=PLblh5JKOoLUL3IJ4-yor0HzkqDQ3JmJkc |
| (entire playlist) |
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https://towardsdatascience.com/support-vector-machine-introduction-to-machine-learning-algorithms-934a444fca47 |
| (reading material) |
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https://scikit-learn.org/stable/modules/svm.html |
| (reading material) |
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Random Forest Algorithm |
https://www.youtube.com/watch?v=J4Wdy0Wc_xQ&list=PLblh5JKOoLUIE96dI3U7oxHaCAbZgfhHk |
| (entire playlist) |
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https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html |
| (reading material) |
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https://builtin.com/data-science/random-forest-algorithm(short blog) |
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Gradient Boost |
https://www.youtube.com/watch?v=3CC4N4z3GJc&list=PLblh5JKOoLUJjeXUvUE0maghNuY2_5fY6 |
| (entire playlist) |
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| DSA |
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https://anubhavsinha98.medium.com/resources-to-master-data-structures-and-algorithms-24450dc6d52b |
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Assorted list of DSA problems from Leetcode |
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| (recommended to practice everyday) |
https://seanprashad.com/leetcode-patterns/ |
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| SQL |
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| (needed if targeting banks) |
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https://www.w3schools.com/sql/default.asp |
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https://www.youtube.com/watch?v=7S_tz1z_5bA |
| Introduction to neural networks |
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| (deep learning is important only if mentioned in resume) |
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https://medium.com/technologymadeeasy/for-dummies-the-introduction-to-neural-networks-we-all-need-c50f6012d5eb |
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https://www.youtube.com/watch?v=vpOLiDyhNUA |
| Object Oriented Programming (optional) |
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https://www.geeksforgeeks.org/object-oriented-programming-in-cpp/ |