[RESOURCES] Intel-Edge-AI-Foundation-course

Collected resources shared by the community of Intel® Edge AI Foundation course

Last update: to prevent overwhelming a little, each item from content is now in a separated file containing all its related resources under categories* Files are accessed by clicking on the item included table of content or by browsing directory

Table of Content:

Must read Articles

Udacity Scholarships Challenge Phase: 16+ Examples of Amazing Community Participation Medium https://blog.usejournal.com/real-examples-of-amazing-community-participation-8ebd89b67a34
My Experience in Getting an Internship Offer From Google Medium https://medium.com/@ahmadizzan/my-experience-in-getting-an-internship-offer-from-google-577a4c9fbfd9
Getting the Udacity Scholarships: The Breakthrough https://mc.ai/getting-the-udacity-scholarships-the-breakthrough/
Udacity Scholarships Challenge Phase: How to “Ace” the Community Participation Selection Criterion Medium https://blog.usejournal.com/ace-the-community-participation-selection-criterion-c4b1e0e7156e
How I got into Google!! Medium https://medium.com/@gourav.mittal/how-i-got-into-google-a7d92f581951

OPPORTUNITIES

the following are resources aims to help students to try challenges and get job Opportunities

Deepfake Detection Challenge https://www.kaggle.com/c/deepfake-detection-challenge
Take our skill-based assessment and get a job in AI https://www.workera.ai/candidates/

Are you looking for a REFERENCE job in Data Science/Machine Learning/Deep Learning?

ML Fresher | Accentur India Private Limited - https://lnkd.in/f_ppiRS
DS | Capgemini - https://lnkd.in/f22kfTF
Fresher Python Developer | Accentur India Private Limited - https://lnkd.in/fvqC65w
ML Scientist | TalentStack/The Hiring Story - https://lnkd.in/fZEc7_S
ML Fresher | Innover Solutions, Inc - https://lnkd.in/fJNkA2H
DS,ML,ML,Python | LnT InfoTech - https://lnkd.in/fQQzsVH
AI/ML interns. | Software company - https://lnkd.in/fNSZySa
Experienced Data Engineer | Micron Technologies - https://lnkd.in/fCGSQZQ
ML Engineer | iSchoolConnect - https://lnkd.in/fCiZev5
Systems Engineering(python) Intern | Saama AI Research Lab - https://lnkd.in/f4SaEXQ
PhD position in Quantum Cryptography at the Technical University Berlin https://qt.eu/engage/jobs/phd-position-in-quantum-cryptography-at-the-technical-university-berlin/
Machine Learning Contests https://mlcontests.com/
Python & Django Application Developer https://www.linkedin.com/posts/tomiwa-adedokun-excellence_django-javascript-html5-activity-6614019280335888384-LaRv/
EDGE AI SUMMIT https://www.edgeaisummit.com/events/edge-ai-summit
Machine Learning Competitions in 2020 https://saqibns.github.io/2019/12/15/list-of-ML-competitions-2020.html
The ecosystem event for AI hardware acceleration in Europe https://aihardwaresummiteu.com/events/ai-hardware-summit-europe
ML Contests https://github.com/mlcontests/mlcontests.github.io
AI Conference Deadlines https://aideadlin.es/
Internshala is India's no.1 internship and training platform https://internshala.com/
Introduction to Deep Learning http://introtodeeplearning.com/#overview

General Articles/videos

How I got into Google!! Medium https://medium.com/@gourav.mittal/how-i-got-into-google-a7d92f581951
How To Speak by Patrick Winston https://www.youtube.com/watch?v=Unzc731iCUY
370 Free Online Programming & Computer Science Courses You Can Start This Month Medium https://link.medium.com/F9xHFHoGB2
Jordan Peterson: Why Do Nice Guys Nice Finish Last? (MUST WATCH) https://www.youtube.com/watch?v=di2FM8WZI5E
How Machine Learning is Fighting Cancer https://www.youtube.com/watch?v=ALQ_RNSRE40
30 Influential Women Advancing AI in 2019 https://blog.re-work.co/top-women-in-ai-2019/?utm_campaign=Artificial%2BIntelligence%2BWeekly&utm_medium=email&utm_source=Artificial_Intelligence_Weekly_139
Machine Learning: Living in the Age of AI | A WIRED Film https://www.youtube.com/watch?v=ZJixNvx9BAc&feature=youtu.be
sentdex Channel https://www.youtube.com/user/sentdex

PROJECTS

Open Source Projects by Google, Uber and Facebook for Data Science and AI https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html
GStreamer Video Analytics (GVA) Plugin https://github.com/opencv/gst-video-analytics
Intel® IoT Developer Kit https://github.com/intel-iot-devkit
People count program in python using the OpenVINO toolkit. https://github.com/Dhairya10/people-count-vino
Beer bottle following robot https://www.youtube.com/watch?v=Y5V331kbSvY
The Linux foundation projects https://www.edgexfoundry.org/
face Recognition https://www.linkedin.com/posts/activity-6613382641766977536-wSCJ/
Step by Step: Build Your Custom Real-Time Object Detector Medium https://towardsdatascience.com/detailed-tutorial-build-your-custom-real-time-object-detector-5ade1017fd2d

Tools

Gantt project planner https://templates.office.com/en-us/gantt-project-planner-tm02887601
All-in-one workspace https://www.notion.so/?r=77a75c1848e543db871931c66c9edba9
The Missing Package Manager for macOS (or Linux) https://brew.sh/
Installing ZSH https://github.com/ohmyzsh/ohmyzsh/wiki/Installing-ZSH
CMake Installation https://riptutorial.com/cmake/example/4459/cmake-installation
Public APIs for Data science https://github.com/n0shake/Public-APIs#data-science
Model Downloader and other automation tools https://github.com/opencv/open_model_zoo/blob/master/tools/downloader/README.md
For Students: Free Professional Developer Tools by JetBrains (PyCharm) https://www.jetbrains.com/student/
- pytorch pycharm installation (2019) https://www.youtube.com/watch?v=geyFTCBJHy4
BRAINs for Autonomous Systems https://www.bons.ai/
DeepInsight https://github.com/CYHSM/DeepInsight
- paper: https://www.biorxiv.org/content/10.1101/871848v1.full.pdf
- Deepinsight : User-Friendly Deep Learning Tool to Decode Neural Activity in an Automated Way https://www.marktechpost.com/2019/12/20/deepinsight-user-friendly-deep-learning-tool-to-decode-neural-activity-in-an-automated-way/
10 Python image manipulation tools. Medium https://link.medium.com/nhuNGJtTD2
The clear way to share complex information. https://coggle.it/recommend/5e012691ae8ae25f09ebdcde

INFOGRAPHICS

AI Engineer learning path
Type hierarchy on Numpy
guide-to-iot-infographic
Git Cheat sheet
Machine Learning ecosystem
Machine Learning Practices
Deep Learning Methods
Statistical Distributions
Computer vision processes difference
AI Mindmap

jan-far/resources-intel-edge-ai-scholarship-2020