[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:

• AI - Artificial Intelligence
• C++
• CV - Computer Vision
• Data Science
• DL - Deep Learning
• ML - Machine Learning
• Math
• NLP - Natural Language Processing
• OpenVINO & Intel
• Others
• Python

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/

• Hackathon update for Indian students https://codenbuild.tech/

• Insight Fellows Programs https://apply.insightdatascience.com/

• AWS Innovate Online Conference – AI and Machine Learning Edition https://aws.amazon.com/events/aws-innovate/machine-learning/

General Articles/videos

• Udacity Talks Recent Episodes https://www.udacity.com/talks
• 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
• Ep. 25: Google's Ian Goodfellow on How an Argument in a Bar Led to Generative Adversarial Networks https://soundcloud.com/theaipodcast/what-are-generative-adversarial-networks-ian-goodfellow-explains
• How to Learn Fullstack Development: A Roadmap in Charts Medium https://medium.com/@dtkatz/how-to-learn-fullstack-development-a-roadmap-in-charts-9b9e4aac400f
• Warner Bros. Signs Deal for AI-Driven Film Management System (Exclusive) https://www.hollywoodreporter.com/news/warner-bros-signs-deal-ai-driven-film-management-system-1268036
• Tech That Will Change Your Life in 2020 https://www.wsj.com/articles/tech-that-will-change-your-life-in-2020-11577456561
• Find right track in AI https://d2wahc834rj2un.cloudfront.net/Workera%20Report.pdf

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

• Extract LaTeX from PDFs or handwritten notes in seconds https://mathpix.com/

• Regex101 - online regex editor and debugger https://regex101.com/

• (Sketch 2 Code) Transform any hands-drawn design into a HTML code with AI https://sketch2code.azurewebsites.net/

• Netron https://electronjs.org/apps/netron

• A collection of infrastructure and tools for research in neural network interpretability. https://github.com/tensorflow/lucid

• Diagram https://coggle.it/diagram/XgW1zK6K4rR27Y2U/t/intel-openvino/924f7ad59f5c66814acedcd21b78cd7fc286aaf731b3ab5773edf7271958cf0f

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

• Machine Learning Algorithms

• BAsic Linux Commands

• The Industrial Internet Arises With Big Data And The Internet of Things

• Building the Machine learning model