
TensorTonic
@TensorTonic • 6,546 subscribers
Run ML algorithms in cloud-native sandbox at https://t.co/1f7hGOZw21
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The math behind Machine Learning. You'll never forget the fundamentals after this. Coming soon.
TensorTonic286,402 Aufrufe • vor 5 Monaten

we have released more blogs today on calculus fundamentals for machine learning and their interactive simulations. some of them includes - > backprop and gradient descents > local minima/saddle points > vector fields > taylor series > jacobian and hessian > partial derivatives
TensorTonic66,812 Aufrufe • vor 5 Monaten

Our final module is out! We've covered the fundamentals of Information theory. topics include - > shannon entropy > KL divergence > information gain (decision trees) > mutual information > cross entropy loss > GANs training > Jensen-Shannon Divergence > Perplexity
TensorTonic53,458 Aufrufe • vor 4 Monaten

Most awaited Optimization techniques in Machine Learning module is out! We've covered the fundamentals of - > SGD variants > Convex vs Non-Convex > Momentum & Nesterov acc. > Adam, RMSprop > Loss landscapes > Regularization > Batch Norm > Newton's method & lagrange
TensorTonic44,023 Aufrufe • vor 5 Monaten
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