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zhenghongpeng's Projects

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

data_pipeline_using_aws icon data_pipeline_using_aws

This is a project that uses AWS Lambda, Redshift and Apache Airflow to build a framework for loading and analyzing game player data

deepracer-log-analysis icon deepracer-log-analysis

Adventures in a data-driven approach to training, evaluating and tuning AWS DeepRacer reinforcement learning models (compatible with the new AWS DeepRacer console training logs after Aug 2020).

deepracer-waypoints-workshop icon deepracer-waypoints-workshop

AWS DeepRacer Free Student Workshop: Run faster by using your custom waypoints. Step by Step to learn reinforcement learning,

dl-twitch-series icon dl-twitch-series

Notebook from the Deep Learning Twitch Series on AWS (https://twitch.tv/aws)

dockprom icon dockprom

Docker hosts and containers monitoring with Prometheus, Grafana, cAdvisor, NodeExporter and AlertManager

e7-cloudformation-docker icon e7-cloudformation-docker

Create AWS CloudFormation Stack and deploy Dockerized application. Devteds episode #7 https://devteds.com/episodes/7-create-aws-cloudformation-stack-for-ec2-rds-and-deploy-docker-app

e9-cloudformation-docker-ecs icon e9-cloudformation-docker-ecs

Docker on Amazon ECS with AWS Fargate using CloudFormation. https://devteds.com/episodes/9-docker-on-amazon-ecs-using-cloudformation

ec2-spot-labs icon ec2-spot-labs

Collection of tools and code examples to demonstrate best practices in using Amazon EC2 Spot Instances.

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