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PankajMehar's Projects

data-science-learning icon data-science-learning

Repository of code and resources related to different data science and machine learning topics. For learning, practice and teaching purposes.

data-science-resources icon data-science-resources

Resources about data science and related topics in the field of data analytics (books, papers, websites)

data-structures-algorithms-python icon data-structures-algorithms-python

This tutorial playlist covers data structures and algorithms in python. Every tutorial has theory behind data structure or an algorithm, BIG O Complexity analysis and exercises that you can practice on.

dataengineering_gcp_course4_serverless-machine-learning-with-tensorflow icon dataengineering_gcp_course4_serverless-machine-learning-with-tensorflow

Explore and create ML datasets. Sample the dataset and create training, validation, and testing datasets for local development of TensorFlow models. Create a benchmark to evaluate the performance of ML. TensorFlow is used for numerical computations, using directed graphs. Getting started with TensorFlow. Explore the TensorFlow python API, build a graph, run a graph, feed values into a graph. Find areas of a triangle using TensorFlow. Learning from tf.estimator. Read from python’s pandas dataframe into tf.constant, create feature columns for estimator, perform linear regression with tf.Estimator framework. Execute Deep Neural Network regression. Use benchmark dataset. Refactoring to add batching and feature creation. Refactor the input. Refactor the way the features are created. Create and train the model, Evaluate the model. Distributed training and monitoring. Create features out of input data. Train and evaluate. Monitor with Tensorboard. To run TensorFlow at scale, use Cloud ML Engine. Package up the code. Find absolute paths to data. Run the python module from the command line. Run locally using GCloud. Submit training job using GCloud. Deploy model. Make predictions. Train on a 1-million row dataset. Feature Engineering. Working with feature columns. Adding feature crosses in TensorFlow. Reading data from BigQuery. Creating datasets using Dataflow. Using a wide-and-deep model.

dcgan-tensorflow icon dcgan-tensorflow

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

decanlp icon decanlp

The Natural Language Decathlon: A Multitask Challenge for NLP

deep-generation icon deep-generation

I used in this project a reccurent neural network to generate c code based on a dataset of c files from the linux repository.

deep-learning-assignments-and-projects icon deep-learning-assignments-and-projects

Assignments done throughout the Deep Learning specialization ( a series of five interconnected courses covering a range of topics and applications in deep learning such as neural networks, CNN, RNN, Residual Networks , Inception network, YOLO, Attention model, NLP, word embeddings, GRU, LSTM, etc) taught by Andrew Ng

deep-learning-book icon deep-learning-book

Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"

deep-learning-drizzle icon deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

deep-learning-in-production icon deep-learning-in-production

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

deep-learning-interview-book icon deep-learning-interview-book

深度学习面试宝典(含数学、机器学习、深度学习、计算机视觉、自然语言处理和SLAM等方向)

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