Jawhar Afli

Experience

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  Data Co-Lab

  Dec 2019 - Jun 2020

  Data Scientist

  - Converting Website Image into Code : IMAGE-TO-CODE- Design of a system that detects the objects of a website front-end image and converts them into HTML/CSS code.- Development of a web application by integrating the above system and and implementing users interfaces and tools.𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 :Python, YOLO, TensorFlow, Flask, HTML/CSS, JavaScript, Bootstrap, MySQL, Git.

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  Cognira

  Jul 2020 - Sept 2020

  Data Scientist

  Automate the configuration process of a Spark application by creating an AI system that fine-tunes the app configuration for an optimal performance of the data processing pipeline.𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐢𝐞𝐬 : Bayesian Optimization, Python, PySpark

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  InstaDeep Ltd

  Feb 2021 - now

  𝐂𝐮𝐫𝐫𝐞𝐧𝐭 𝐩𝐫𝐨𝐣𝐞𝐜𝐭:Leverage the power of machine learning and computing to create the first pure AI PCB routing engine.𝐓𝐚𝐬𝐤𝐬:- Develop novel algorithms and research ideas in fields such as Machine Learning, Deep Learning and Reinforcement Learning.- Bridge the gap between the research and products by integrating new fundamental research into applied projects.- Collaborate with the Engineering team to design and run experiments, including designing and evaluating new algorithms as well as implementing known algorithms.- Design and implement algorithms to best leverage modern hardware and distributed computing systems (CPUs, GPUs, TPUs, Cloud, etc.).- Report and present experimental results and research findings clearly and efficiently, both internally and externally, verbally and in writing.- Collaborate with the business development team in their pre-sales activities, including presenting the company to new prospective clients, writing decks and proposals, participating in calls and meetings, and representing Instadeep in conferences/events. عرض أقل 𝐏𝐫𝐨𝐣𝐞𝐜𝐭:Construct and adapt a hierarchical path planning framework, called SGRL by combining subgoal graphs and reinforcement learning.𝐓𝐚𝐬𝐤𝐬:- Construction of an optimized subgoal graph for efficient low cost high level path planning.- Implementation of a reinforcement learning algorithm for feasible collision free trajectory planning.- Building a rational path planner combining SG and RL methods.- Benchmarking results, demonstrating superiority over existing approaches. عرض أقل

  • AI Engineer

    Sept 2021 - now

  • AI Research Engineer Intern

    Feb 2021 - Aug 2021