Aakash Pydi – Medium

Aakash Pydi

Aakash Pydi
in
Towards Data Science

A/B Testing Machine Learning Models in Production Using Amazon SageMaker (Discussion)

Thinking about A/B Testing ML Models in Production with a Potential Real-time Inference ML Workflow

2 min readJun 15, 2020

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A/B Testing Machine Learning Models in Production Using Amazon SageMaker (Discussion)

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Aakash Pydi
in
Towards Data Science

Building a Production-Level ETL Pipeline Platform Using Apache Airflow

Using Apache Airflow to Manage Data Workflows in CernerWorks

6 min readOct 26, 2019

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Building a Production-Level ETL Pipeline Platform Using Apache Airflow

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Aakash Pydi
in
Towards Data Science

A Definitive Compilation of Apache Airflow Resources

These are the resources I’ve used to understand Airflow and develop a deeper intuition for the data architecture frameworks associated…

3 min readJun 15, 2019

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A Definitive Compilation of Apache Airflow Resources

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Aakash Pydi

Understanding C-Store: Columnar Databases and Big Data Analytics

On my first day of joining a DevOps+Data Engineering team at Cerner a couple of weeks ago, my manager and team-mentor gave me a high level…

3 min readJun 10, 2019

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Understanding C-Store: Columnar Databases and Big Data Analytics

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Aakash Pydi
in
Towards Data Science

Using a Generative Adversarial Network (GAN) to Create Novel Artistic Images

In this project I used a Generative Adversarial Network (GAN) architecture to generate NEW artistic images that capture the style of the…

6 min readJun 9, 2019

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Using a Generative Adversarial Network (GAN) to Create Novel Artistic Images

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Aakash Pydi

Real Time Classification Video Stream Using a LeNet5 Convolutional Neural Network

In this project I used a LeNet5 convolutional neural network to carry out classifcation for the CIFAR100 Dataset. The trained CNN model…

3 min readJun 9, 2019

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Real Time Classification Video Stream Using a LeNet5 Convolutional Neural Network

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Aakash Pydi

Training My Neural Network with the MNIST (Handwritten Digits) Dataset

I trained my neural network with the MNIST dataset in this project. The MNIST dataset consists of handwritten images (60,000 images in the…

2 min readJun 9, 2019

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Training My Neural Network with the MNIST (Handwritten Digits) Dataset

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Aakash Pydi

Implementing Neural Network Backpropagation and Stochastic Gradient Descent

I implemented backpropagation and stochastic gradient descent in my neural network for this project. (Link to Github Repo of Source Code)…

3 min readJun 9, 2019

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Implementing Neural Network Backpropagation and Stochastic Gradient Descent

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Aakash Pydi

Implementing and Testing a Feed Forward Neural Network

I implemented and tested a feed forward neural network using pytorch in this project. (Link to Github Repo of Source Code). I tested my…

1 min readJun 9, 2019

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Implementing and Testing a Feed Forward Neural Network

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Aakash Pydi

Implementing 2D Convolution

I implemented 2D Convolution from scratch in this project. (Link to Github Repo of Source Code) I recorded my output and performance…

4 min readJun 9, 2019

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Implementing 2D Convolution

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Aakash Pydi

Aakash Pydi

Code. Debug. Repeat. Currently an SDE II at Amazon AI (AWS SageMaker Hosting). Always promoting curiosity, camaraderie and compassion. All opinions are my own.

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