Srivatsa Srinath's repositories
cs224u
Code for Stanford CS224u
statrethinking_winter2019
Statistical Rethinking course at MPI-EVA from Dec 2018 through Feb 2019
Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
rethinking
Examples from rethinking book coded in Stan.
resources
PyMC3 educational resources
ISLR-python-1
An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code
pycococreator
Helper functions to create COCO datasets
base16-gruvbox-scheme
:traffic_light: Retro groove color scheme for the base16
mlflow
Open source platform for the machine learning lifecycle
Focal_Loss_Keras
Multi-class classification with focal loss for imbalanced datasets
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
tutorials
Tutorial content from ImmersiveLimit.com
tesseract
Tesseract Open Source OCR Engine (main repository)
mlflow-example
An example MLflow project
PyMC3_DataScienceLA
PyMC3 tutorial for DataScience LA (January 2017)
char-rnn
Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch
awesome-semantic-segmentation
:metal: awesome-semantic-segmentation
edward
A probabilistic programming language in TensorFlow. Deep generative models, variational inference.
competitive-data-science
Materials for "How to Win a Data Science Competition: Learn from Top Kagglers" course
spark-py-notebooks
Apache Spark & Python (pySpark) tutorials for Big Data Analysis and Machine Learning as IPython / Jupyter notebooks
interactive-coding-challenges
Huge update! Interactive Python coding interview challenges (algorithms and data structures). Includes Anki flashcards.
TensorFlow-Tutorials-for-Time-Series
TensorFlow Tutorial for Time Series Prediction
stan-statespace
Stan models for state space time series
algorithms-tour
How data science is woven into the fabric of Stitch Fix