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Udacity nanodegree projects: DLND, DRLND, DAND

Jupyter Notebook 66.43% Python 1.26% HTML 32.31% Smarty 0.01%
transfer-learning pytorch udacity-deep-learning sagemaker dog-breed-classifier flower-image-classification face-generation data-analyst-nanodegree deep-reinforcement-learning weather-trends

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Udacity Nanodegree projects

This repository contains the Udacity's nanodegrees' projects completed by me.

  • Deep Learning nanodegree (DLND) through PyTorch Scholarship Challenge.

    • Project 1: Flower image classification
    • Project 2: Dog breed classification
    • Project 3: TV Script generation
    • Project 4: Face Generation using DCGAN
    • Project 5: Deploying sentiment analysis model on Amazon Sagemaker
    • Project 6: Neural Style Transfer
  • Deep Reinforcement Learning nanodegree (DRLND) through PyTorch Scholarship Challenge.

    • Project 1: Navigation is about training a RL agent to navigate (and collect bananas!) in a large, square world.
    • Project 2: Continuous Control is about training a RL double-jointed arm agent so that it can move to target locations.
    • Project 3: Collaboration and Competition is about training two RL agents to control tennis rackets to bounce a ball over a net.
  • Data Analyst nanodegree (DAND) through Bertelsmann Scholarship Challenge.

    • Project 1: Explore Weather trends analyzes local and global temperature data and compare the temperature trends where you live to overall global temperature trends.
    • Project 2: Investigate a dataset analyzes a dataset and then communicates the findings.
    • Project 3: Analyze A/B test results understands the results of an A/B test run by an e-commerce website.
    • Project 4: Wrangle and Analyze Data wrangles and analyzes the tweet data of WeRateDogs that rates people's dogs with a humorous comment about the dog.
    • Project 5: Communicate Data Findings deals with data exploration of the flights cancellation and delay dataset mainly using data visualization and present the findings using explanatory visualizations.

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