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sukram42/README.md

Hi, I'm Markus 👋

I'm an team lead with a passion for building robust, scalable, and ethical AI solutions that drive real-world impact. My background includes experience in developing and leading complex machine learning systems. And I love playing around with tech and solve my own problems using tech.

What I Do

  • AI Strategy & Execution: I guide and empower teams in developing and implementing cutting-edge AI applications across various domains.
  • Full-Stack AI/ML Development: I bring a practical, hands-on approach to the entire AI lifecycle, from data exploration and model building to deployment and monitoring.
  • Building Scalable Systems: I specialize in architecting and implementing production-ready AI systems that can handle real-world data volumes and traffic.
  • Bridging the Gap: I leverage my software engineering foundation to bridge the gap between data science research and robust, maintainable code.

What You'll Find Here

This GitHub profile showcases some of my personal projects, experiments, and contributions to the open-source community. I'm particularly interested in AI/ML, fullstack development and everything else I want to try out.

I'm always eager to connect with fellow engineers to discuss the latest advancements in AI and SE. Feel free to explore my repositories and reach out – let's talk tech!

Here you can find an exerpt of my private hobby projects of the last years:

Name Main Purpose Year Description Stack
Log a ride [www.logaride.app] A Multitenant app for tracking kilometers of a shared car pool. 2025 When sharing a car, splitting costs and tracking kilometer, can get cumbersome. This app should help to reduce the pain of sharing a car. TypeScript, Supabase, ReactJS, Postgres, Vite, LLMs, Capacitor
Outlaine [www.outlaine.com] LLM aided writing of texts based on user controlled outlining 2024 - 2025 When writing longer texts, I love to start with the outline. Then I was starting using GenAI for the formulation of paragraphs. Outlaine provides a specialized UI exactly for this. TypeScript, Supabase, ReactJS, Vite, LLMs
Orophilia a.k.a Peaks'n'tracks A platform to explore new ambitious mountaintops by ascent difficulty 2023 - 2024 I love hiking and climbing mountains. Hence, I wanted to create a platform to allow for filtering based on the hiking difficult scale (T1-T6). Heavily inspired by the wonderful forum Hikr Typescript, Supabase, ReactJS
Orophilia a.k.a Peaks'n'tracks Crawler A platform to explore new ambitious mountaintops by ascent difficulty 2023 - 2024 The crawler for the Orophilia platform. Python, Sklearn, Overpass, Open Street Map, Supabase
Genflix [Deployment] Tool to explore the hidden genres of Netlix 2021 Netflix has a big number of genres which they do not show. With Genflix I want to make them more accessible :) VueJS, Typescript
arXis-analyzer Little tool to analyze the popularity of certain research topics 2021 It gives information about the number of posted papers on arXis.org based on certain topics. (e.g anomaly detection with and on graphs) Python
Fun with GAN Repository for GAN Networks 2021
  • GAN on MNIST
  • Conditioned GAN on MNIST
  • Analyse of latent state of GAN (planned)
  • GAN for Time Series Anomaly Detection
  • Compression using GAN or VAEs?
  • Neural Processes
  • GAN on Graphs
Python, PyTorch, Tensorflow
Neural Processes Experimenting with the idea Neural Processes 2021 The paper Neural Processes by Marta Garnelo was one of the most fascinating paper for me. I created this repository to explore and fully understand these. Python, PyTorch
RL-ly Fun Repository for Implementation of Deep-Reinforcement Learning with focus on sample Efficiency 2021 Implementation and Comparison of
  • DDPG
  • TP3
  • SAC and variations
Python, PyTorch
NLP Experiments (planned) Repository for Implementation of NLP algorithms. planned
  • Using and adapt BERT
  • Language Generation using GAN?
  • Reininforcement Learning in NLP
Graph DL Implementation of a Deep Learning algorithms on graph data. planned
  • GNN from Scratch
  • GNN For Image classification

Competitions

From time to time I am planning the participation in some Hackertons and co. The repositories are linked below.


Name Competition Year Description
SmartQ hackatum 2020 2020 Application to keep track on the amount of people within a shop
Datamining Cup Prudsys Datamining Cup 2020 2020 Prediction of future demand of an auctioneer's website.

University related

Below repositories are listed, which were created for university purposes. This also lists projects listed by group members.


Name Task Year Description
Fallstudie Design and implementation of a business simulation game 2016-2017 The task was to create a business simulation game, in which different players can run a company and compete against each other.
Background Jobs on mobile Minimum Example of using background jobs in mobile software engineering 2017-2018 The task was to create a minimum example and sufficient explanation on background jobs in mobile development.
The Mondaypainters Creation of an application which shows the use case of the Cassandra database. 2017-2018 Within this course we needed to showcase a database of our choice. We chose the Cassandra. Eventually we build a highly-scalable app to play the Mondaypainters with a huge amount of people. We based our idea on the Reddit Place Experiment
Sample-Efficiency in RL Implementation and Anylsis of the SAC algorithm. 2020-2021 Implementation of the Soft-Actor-Critic Deep-Reinforcement-Learning from scratch and analysis of different hyperparameter

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  1. tum-prudsys-datamining-cup tum-prudsys-datamining-cup Public

    Repository for the Code of the participation of the Technical University at the Prudsys Datamining Cup 2020

    Jupyter Notebook 1 1

  2. dxvidparham/DTU-RL-Sample-Efficiency dxvidparham/DTU-RL-Sample-Efficiency Public

    This repository is used for the final project of the Deep Learning course at the Technical University of Denmark

    Jupyter Notebook 1

  3. project-fun-with-GAN project-fun-with-GAN Public

    Repository for little GAN-related projects. Starting from simple GAN networks to more broad use-cases

    Python

  4. SmartQ SmartQ Public

    Git repo for the hackatum 2020 with the Corona topic

    Vue 1