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θi+1 = θi - α∑∇ℓ(f(θi, x), y)
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θi+1 = θi - α∑∇ℓ(f(θi, x), y)
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AnasNeumann/README.md

Hi there 👋

My name is Anas Neumann. I have an MSc in software engineering and a PhD in business administration (which in practice meant optimization, simulation, and machine learning applied to industrial problems ^^) from Laval University in Canada 🇨🇦.

I'm currently a post-doc and deep-learning researcher at Polytechnique Montréal and Laval University.

I work with ✨language models / NLP✨ (HuggingFace, Transformers, LangChain, PEFT, LoRA/QLoRA, MCP, RAG, etc.) to solve manufacturing issues and ✨time-series models✨ (LSTM, GRU, seq2seq, etc.) to help patients with type-1 diabetes.

I co-founded CWCloud and participate in the creation of www.cwcloud.tech, discover more here: https://www.youtube.com/watch?v=-eLlmisM4dw&list=PLVa_2sL_l0msxUnmaSpLAGlwOxizXWjht

My new favorite research areas from a technical point of view are ✨Graph Neural Nets✨, ✨Deep Reinforcement Learning✨ (PPO), ✨Meta-Learning✨ (MAML), and ✨Physics Informed Neural Nets✨ (PINNs).

Besides, I'm also the lead dev of the www.uprodit.com web and mobile platform, as well as the Genetic Algorithm-powered www.i4evosim.com.

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  1. Hedi-Boukamcha/GNRS Hedi-Boukamcha/GNRS Public

    A reinforcement learning and a dynamic graph neural network-based scheduling agent to control a multi-task robot

    Python 1

  2. pyTSP pyTSP Public

    A simple Travelling Salesman Problem to solve (optimize) with Python and IBM Cplex - For Learning Purposes

    Jupyter Notebook

  3. twins twins Public

    Our final scholar project for the bachelor's degree: 3D video game using Unity (C# and JS) and PHP

    GLSL 1

  4. sustainapp sustainapp Public

    Final scholar project (Msc. Engineer): mobile app for serious game and learning

    JavaScript 1

  5. simplemaml simplemaml Public

    A simple generic (TensorFlow) function that implements the MAML algorithm for regression problems as designed by Chelsea Finn et al. 2017

    Python 3

  6. RCPSA RCPSA Public

    A Resource-Constrained Project Scheduling Agent (RCPSA) based on GNN, e-greedy DQN, and model-based planning

    Python