[keyword] + [magic word]
tutorial,explaination,build from scratch,backpropagation,paper,repo,build from source
miniconda | hntrends | kaggle | google colab | tensorflow | pytorch | keras | kdnuggets | paperswithcode | machinelearningcoban | diagrameditor | math | openai | LaTex | medium | machinelearningmastery | tensorflow-hub | sciencefriday | statictical | make scene | datascience | Caffe | datascience-enthusiast | ml-interviews-book | leimao | google-code | dat-trandeeplake | neurohive | imagenet | khanhblog | ml blog | spacy | mvtec | Uber AI | Uber Data
sudo apt update
sudo apt install snapd
sudo snap install gimp
datahub | kaggle | academictorrents
| No | Level | Action | Status | Deadline |
|---|---|---|---|---|
| 01 | Beginner | Take a online course | ☑ | 2021 |
| 02 | Watching youtube courses and redo what you learned | ☑ | 2022-1 | |
| 03 | Read books and write code by yourself | ☑ | 2022-2 | |
| 04 | Understand the math problems behind the code | ☑ | 2022-2 | |
| 05 | Write Machine learning algorithms without tools, library or dependenices... | ☑ | 2022-2 | |
| 06 | Learn from many sources (ex: videos,books,documents,...) | ☑ | 2022-2 | |
| 07 | Learn and read official docs tensorflow,keras,pytorch... | ❌ | 2022-2 | |
| 08 | Intermediate | Use what you got with real datasets | ☑ | 2022-3 |
| 09 | Embark Kaggle and do some | ☑ | 2022-3 | |
| 10 | Get a certificate from tensorflow, coursera... or any famous Organizations | ❌ | 2022-3 | |
| 11 | Take some famous course like CS329S or CS231n,... | ❌ | 2022-4 | |
| 12 | Be profesional on Kaggle | ❌ | 2022-9 | |
| 13 | Attend some events,seminars or webinars | ❌ | 2022 | |
| 14 | Enroll in open source ML projects for non-profit | ❌ | 2022-4 | |
| 15 | Get a part-time or freelance jobs and get money | ❌ | 2022-4 | |
| 16 | Get a full-time job and do ML for living | ☑ | ||
| 17 | Embark many competitions and win | |||
| 18 | Understand ML repositories from some of famous guys | |||
| 19 | Build a model with just it's work flow | |||
| 20 | Write your own ML repo like some of pro guy | |||
| 21 | Read and understand ML papers | |||
| 22 | Advanced | Build a ML application from idea | ||
| 23 | Write a paper | |||
| 24 | Write a book | |||
| 25 | Teaching ML course | |||
| 26 | Complete your math skill | |||
| 27 | Professional | Do research |
https://www.youtube.com/watch?v=wcs4dz2rnFw
https://pytorch-geometric.readthedocs.io/en/latest/get_started/colabs.html
https://uvadlc-notebooks.readthedocs.io/en/latest/index.html
https://www.youtube.com/@outliier/videos
https://www.youtube.com/watch?v=awyWND506NY
https://www.youtube.com/watch?v=IA3WxTTPXqQ
https://www.youtube.com/watch?v=dMkiOex_cKU
https://developer.nvidia.com/cuda-gpus
https://tiensu.github.io/about/
https://github.com/aladdinpersson/Machine-Learning-Collection#Object-Detection
https://datascience.stackexchange.com/