Discover tirthajyoti/Stats_data_science_ValleyML Open Source project

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Jupyter Notebook
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MIT License
Created over 5 years ago
Updated over 5 years ago

tirthajyoti

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Notebooks for the ValleyML Bootcamp (Aug 2019) "Statistical methods for data science"

Machine-Learning-with-Python

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Jupyter Notebook

3,065

Data-science-best-resources

Carefully curated resource links for data science in one place

2,858

Papers-Literature-ML-DL-RL-AI

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

2,320

Stats-Maths-with-Python

General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

Jupyter Notebook

852

Deep-learning-with-Python

Deep learning codes and projects using Python

Jupyter Notebook

346

Spark-with-Python

Fundamentals of Spark with Python (using PySpark), code examples

Jupyter Notebook

327

pydbgen

Random dataframe and database table generator

Python

299

Web-Database-Analytics

Web scrapping and related analytics using Python tools

Jupyter Notebook

269

UCI-ML-API

Simple API for UCI Machine Learning Dataset Repository (search, download, analyze)

Python

246

Design-of-experiment-Python

Design-of-experiment (DOE) generator for science, engineering, and statistics

Jupyter Notebook

244

Optimization-Python

General optimization (LP, MIP, QP, continuous and discrete optimization etc.) using Python

Jupyter Notebook

222

DS-with-PySimpleGUI

Data science and Machine Learning GUI programs/ desktop apps with PySimpleGUI package

Jupyter Notebook

167

Interactive_Machine_Learning

IPython widgets, interactive plots, interactive machine learning

Jupyter Notebook

150

doepy

Design of Experiment Generator. Read the docs at: https://doepy.readthedocs.io/en/latest/

Python

143

PyTorch_Machine_Learning

Machine learning, Deep Learning, CNN with PyTorch

Jupyter Notebook

Synthetic-data-gen

Various methods for generating synthetic data for data science and ML

Jupyter Notebook

Finance-with-Python

Financial data analytics with Python

Jupyter Notebook

Covid-19-analysis

Analysis with Covid-19 data

Jupyter Notebook

Julia-data-science

Data science and numerical computing with Julia

Jupyter Notebook

R-stats-machine-learning

Misc Statistics and Machine Learning codes in R

Algorithm-Data-Structures-Python

Various useful data structures in Python

Jupyter Notebook

TensorFlow_Basics

Basic TensorFlow mechanics, operations, class definitions, and neural networks building. Examples from deeplearning.ai Tensorflow course using Google Colab platform.

Jupyter Notebook

Scikit-image-processing

Image processing examples with Numpy, Scipy, and Scikit-image

Jupyter Notebook

Digital-Twin

Digital twin with Python

Jupyter Notebook

mlr

Multiple linear regression with statistical inference, residual analysis, direct CSV loading, and other features

Python

Packt-Data_Wrangling

Code repo for Packt course I developed, "Beginning Data Wrangling with Python"

Jupyter Notebook

ML-apps-with-Streamlit

Building simple ML apps with Streamlit

Python

PyScript-examples

Examples of web pages developed with PyScript framework

tirthajyoti.github.io

Tirthajyoti's Home Page about machine learning, statistics, analytics

HTML

Algorithm_Maths_Python

General math scripts and important algorithms' implementation in Python 3

Jupyter Notebook

Symbolic-computation-Python

Symbolic computation using SymPy and various applications

Jupyter Notebook

RL_basics

Basic Reinforcement Learning algorithms

Jupyter Notebook

GradDescent

MATLAB implementation of Gradient Descent algorithm for Multivariate Linear Regression

MATLAB

Convolutional-Networks

Various conv nets using TensorFlow, Keras, or other tools

Jupyter Notebook

Dask-analytics-ML

Data science and ML with Dask

Jupyter Notebook

Magnimind-Stats-Bootcamp-Jan-2020

Magnimind Bootcamp Stats for Data Science

Jupyter Notebook

PyWebIO

Web apps generated by pure Python script using PyWebIO

Python

Scikit-image-book

Scikit-image-book-built-with-Jupyter-book

Jupyter Notebook

Randomized_Optimization

Randomized optimization techniques for NN and other problems

HTML

HyperparameterLearningTF

Learning the impact of Hyperparameters in a deep learning model

Jupyter Notebook

D3.js-examples

Simple D3.js code examples

JavaScript

MNIST_digit_recognition

MNIST hand-written digit recognition by fully-connected and convolutional neural networks - boiler plate code for easy reproduction and tutorial purpose.

Jupyter Notebook

tirthajyoti

DeepNetworksR

Multi-layer neural networks code examples in R

Random_Function_Generator

Random function generator, with generation by symbolic input

Jupyter Notebook

Stanford-SCI-52

Jupyter Notebook

Gradio-apps

Python web apps built with Gradio

mldsutils

My own ml and ds utils package

Jupyter Notebook

ghPage-test

test for gh pages

FunnyWordGen

Funny word (random) generator using Python 3

Python

Saturn-cloud

Write-ups for Saturn-cloud

tirthajyoti/Stats_data_science_ValleyML

tirthajyoti

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