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amanjeetsahu

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Self-driving cars are transformational technology, on the cutting-edge of robotics, machine learning, and engineering. Learn the skills and techniques used by self-driving car teams at the most advanced technology companies in the world.

Natural-Language-Processing-Specialization

This repo contains my coursework, assignments, and Slides for Natural Language Processing Specialization by deeplearning.ai on Coursera

Jupyter Notebook

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AI-for-Healthcare-Nanodegree

Learn to build, evaluate, and integrate predictive models that have the power to transform patient outcomes. Begin by classifying and segmenting 2D and 3D medical images to augment diagnosis and then move on to modeling patient outcomes with electronic health records to optimize clinical trial testing decisions. Finally, build an algorithm that uses data collected from wearable devices to estimate the wearer’s pulse rate in the presence of motion.

Jupyter Notebook

Time-Series-Analysis-and-Forecasting

End To End Tutorial on Time Series Analysis and Forcasting

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AI-For-Medicine-Specialization

This repo contains the coursework and Assignments for AI for Medicine Specialization by deeplearning.ai on Coursera

Jupyter Notebook

Recommender-Systems-Using-Python

This repo contains my practice and template code for all kinds of recommender systems using SupriseLib. More complex and hybrid Recommender Systems can build on top of these template codes.

Python

Generative-Adversarial-Networks-GANs-Specialization

This repo contains my coursework, assignments, Slides and Notes for Generative Adversarial Networks (GANs) Specialization by deeplearning.ai on Coursera

Python-Search-Spider-Page-Ranker-and-Visualizer

This is a set of programs that emulate some of the functions of a search engine. This program crawls a web site and pulls a series of pages into the database, recording the links between pages. Then It calculates the Page Rank of Each site using PageRank Algorithm and stores it in the Database

Python

Apache-Spark-Tutorials

This repo contains my learnings and practice notebooks on Spark using PySpark (Python Language API on Spark). All the notebooks in the repo can be used as template code for most of the ML algorithms and can be built upon it for more complex problems.

Jupyter Notebook

Machine-Translation-using-seq-2-seq-RNNs

In this repo, I have built a deep neural network that functions as part of an end-to-end machine translation pipeline. This complete pipeline will accept English text as input and return the French translation.

HTML

Patient-Selection-for-Diabetes-Drug-Testing

In this repo, I have build a regression model that can predict the estimated hospitalization time for a patient and also provide an uncertainty estimate range for that prediction so that you can rank the predictions based off of the uncertainty range.

Jupyter Notebook

Machine-Learning-Engineering-for-Production-MLOps-Specialization

This repo contains my coursework, assignments, and Slides for Machine Learning Engineering for Production (MLOps) Specialization by deeplearning.ai on Coursera

Pneumonia-Detection-using-chest-X-Rays

In this repo, I have analyzed 2D medical imaging data from the NIH Chest X-ray Dataset and train a CNN to classify a given chest x-ray for the presence or absence of pneumonia

Jupyter Notebook

Parts-of-Speech-Tagging-Using-Hidden-Markov-Models

In this repo I have used Pomegranate library to build a hidden Markov model for part of speech tagging with a universal tagset.

HTML

MovieLens-Data-Analysis

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Deep-Learning

Jupyter Notebook

Tensorflow-Notebooks

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Time-Series-Data-Visualisation

Creating and Customizing Plots using Pandas Built-In Charts

Jupyter Notebook

Human-Activity-Recognition-with-Smartphones-Dataset

Jupyter Notebook

Time-Series-With-Pandas

How to work with and Manipulate TIme Series Data using Pandas

Jupyter Notebook

Predicting-Bike-Sharing-Patterns

Predicting Bike Sharing Patterns using a Deep Neural Network Build from Scratch

Jupyter Notebook

Image-Captioning-using-Deep-Learning

In this repo I have built an CNN-RNN model which can automatically generate captions from images. I have the Microsoft Common Objects in COntext (MS COCO) dataset to train my network and tested it on novel images.

Jupyter Notebook

Motion-Compensated-Pulse-Rate-Estimation

In this repo, I have developed a Pulse Rate Algorithm which estimates pulse rate from the PPG signal and a 3-axis accelerometer and applied the Pulse Rate Algorithm on a Clinical Application and compute more clinically meaningful features and discover healthcare trends.

Jupyter Notebook

Deep-Neural-Network-Speech-Recognizer

In this repo, I have built a deep neural network that functions as part of an end-to-end automatic speech recognition (ASR) pipeline.

HTML

Dog-Breed-Classifier

Given an image of a dog, your algorithm will identify an estimate of the canine’s breed. If supplied an image of a human, the code will identify the resembling dog breed.

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amanjeetsahu/Self-Driving-Car-Engineer-Projects

amanjeetsahu

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