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academicpages.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

airflow-quick-start

Airflow Quick Start

airflow_readshift_udacity_project5

amazing-feature-engineering

Feature engineering is the process of using domain knowledge to extract features from raw data via data mining techniques. These features can be used to improve the performance of machine learning algorithms. Feature engineering can be considered as applied machine learning itself.

annotated_deep_learning_paper_implementations

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

awesome-public-datasets

A topic-centric list of HQ open datasets.

azure-power-bi-study-guide

Microsoft Azure & Power BI Study Guide

best-of-ml-python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

course-content

NMA Computational Neuroscience course

covid19_fesh

A full python virtual environment to get worldwide data on infection numbers of the covid-19 pandemic.

cs-video-courses

List of Computer Science courses with video lectures.

csgraduatefellowships

A curated list of fellowships for graduate students in Computer Science and related fields.

data-engineering-practice

Data Engineering Practice Problems

data-engineering-zoomcamp

Free Data Engineering course!

data-warehouse-with-aws-redshit

dataeng-zoomcamp

educational

hivemq-mqtt-tensorflow-kafka-realtime-iot-machine-learning-training-inference

Real Time Big Data / IoT Machine Learning (Model Training and Inference) with HiveMQ (MQTT), TensorFlow IO and Apache Kafka - no additional data store like S3, HDFS or Spark required

indaba-2018

Practical Notebooks for the Deep Learning Indaba 2018

kafka-connect-iot-mqtt-connector-example

Internet of Things Integration Example => Apache Kafka + Kafka Connect + MQTT Connector + Sensor Data

machine-learning-algorithms-from-scratch

A collection of commonly used machine learning algorithms implemented in Python/Numpy

mathematics-for-ml

🧮 A collection of resources to learn mathematics for machine learning

ml-course-notes

🎓 Sharing course notes on all topics related to machine learning, NLP, and AI.

ml-from-scratch

All the ML algorithms, ML models are coded from scratch by pure Python/Numpy with the Math under the hood. It works well on CPU.

ml_course

EPFL Machine Learning Course, Fall 2021

mlbookcamp-code

The code from the Machine Learning Bookcamp book and a free course based on the book

mlfromscratch

Machine Learning algorithm implementations from scratch.

mlops-zoomcamp

Free MLOps course from DataTalks.Club

mlops_roadmap_and_curriculum

Curriculum and roadmap from 0 to Mastery for MLOps. Adding value to your machine learning model by deploying it for people to use it to solve real life problems

numerical-linear-algebra

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course