itratrahman

apache_spark_projects

This repository contains pyspark using large dataset. It contains mostly predictive analytics.

applied-ml

📚 Papers & articles of companies sharing their work on applied data science & machine learning.

covid_19

This project contains AI and Data Science projects that analyses disease classification from images, forecasting, and EDA report of the pandemic.

data_science_training

This repo is dedicated to training for data science

deep_learn

deep_learn package contains numpy of implementation of a standard feed forward neural network. This package will be used as teaching material for my upcoming deep learning course. The model class `deep_learn.nn.ann` which implements feed forward neural network takes in network architecture as object field.

deep_learning_projects

This repository contains my deep learning projects on benchmark datasets.The jupyter notebooks here serve as excellent tutorials.

face_verification

This project is on deep learning based face verification. This test trained and pretrained deep models on benchmark data.

machine_learning_projects

This repository contains my machine learning projects on kaggle data.The jupyter notebooks here serve as excellent tutorials. I have embarked on a career as video course publisher. So these notebooks might end up as lesson materials.

py_algo

(IN PROGRESS) This repository has python implementation of all the fundamentals data structures and algorithms. One of the next courses I am going to create will be on "Algorithms and Data Structures", and this repo is a sample.

reinforcement_learning_projects

This repository contains my reinforcement learning projects on environments of openai gym. Gym is a toolkit for developing and comparing reinforcement learning algorithms. It supports teaching agents everything from walking to playing games like Pong or Pinball.

itratrahman/CodePlayer

Codeplayer that runs typed in HTML, CSS, JS code id different windows and displays the fornt-end result in a separate window.

itratrahman/DataScienceAndMachineLearningInPython

This repostiory stores the Data Analysis and Machine Learning Classification examples I practicied using Python

itratrahman/ETL-Pipeline-for-Visualizing-Geospatial-Dataset

ETL pipeline that retrieves geodata from Google Map API, cleans the data and store the cleaned data in database and then visualize them on a map.

itratrahman/Flask_App

A simple flask application

itratrahman/frontend-nanodegree-resume

This repository is used for one of the projects in Udacity's Front-End Web Developer Nanodegree program. Learn how to become a Front-End Developer today with line-by-line code reviewed projects and get a job with career services!

itratrahman/fullstack-nanodegree-vm

itratrahman/gtc2017-numba

Numba tutorial for GTC 2017 conference

itratrahman/handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

itratrahman/IntroductionToMachineLearning

itratrahman/learningPySpark

Code base for the Learning PySpark book (in preparation)

itratrahman/mapreduce_with_mrjobs

This repostiory stores the Big Data Analysis I performed using MapReduce utilizing the Python Library "mrjob"

itratrahman/numerical-linear-algebra

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

itratrahman/OReillyHealthcareData

itratrahman/pro-deep-learning-w-tensorflow

Source code for 'Pro Deep Learning with TensorFlow' by Santanu Pattanayak

itratrahman/recipes

itratrahman/reflections

itratrahman/scipy2014_tutorial

Tutorial: Bayesian Statistical Analysis in Python

itratrahman/tensorflow

Computation using data flow graphs for scalable machine learning

itratrahman/tensorflow_cookbook

Code for Tensorflow Machine Learning Cookbook

itratrahman/tutmom

Tutorial on "Modern Optimization Methods in Python"