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Artificial Intelligence Engineer Roadmap

SAAD
Email: saad@triangeltech.com
LinkedIn: https://www.linkedin.com/in/raselhasandurjoy
Facebook: https://www.facebook.com/raselhasandurjoy
Company WEB: https://triangeltech.com/
Phone: +8801904654712

Open Source Love PRs Welcome License GPLv3 license

Overview

This is resources for going from software engineer/non-software engineer to profressional in AI engineer.

About Me

I'm a Software Engineer who is really passionate to become entrepreneur, investor, and AI engineer. Was found Humaan.ai to bringing the AI to everyone to do incredible ways. Currently, I'm working as a senior software engineer in HBCL.

Table of Contents

Mathematical

  • Linear Algebra
  • Probability and Information Theory
  • Numerical Computation

Programming Fundamentals

Python Fundamentals

  • Python Basics
  • Flow Control
  • Data Structures
  • Functions
  • Files and the Operating System

Python for Data Analysis (Pandas, NumPy)

Bonus

Exploratiory Data Analysis and Data Visualization

Open Source Learning Projects

Computer Vision

  • Motion Heatmap Using OpenCV in Python : This sample application is useful to see movement patterns over time. For example, it could be used to see the usage of entrances to a factory floor over time, or patterns of shoppers in a store.
  • Few-Shot vid2vid by NVIDIA : Pytorch implementation for few-shot photorealistic video-to-video translation. It can be used for generating human motions from poses, synthesizing people talking from edge maps, or turning semantic label maps into photo-realistic videos. The core of video-to-video translation is image-to-image translation. Some of our work in that space can be found in pix2pixHD and SPADE.
  • Gaussian YOLOv3: An Accurate and Fast Object Detector for Autonomous Driving : Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving (ICCV, 2019)
  • OpenPose : Real-time multi-person keypoint detection library for body, face, hands, and foot estimation

Natural Language Processing

Books

Mathematics

Artificial Intelligence

Contributing

See CONTRIBUTING.

Working at Triangle Technologies Ltd

Our mission is to "solve intelligence" and enable AI technologies to unleash everyone capabilites and to address humanity's grand challenges.

About

A Roadmap to Becoming an AI Engineer ✔🤺

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