Ahmed Magdy

Develop multiple algorithms (Agentic search, re-ranking) for semantic analysis of investors’ proxy voting data and drawing multiple conclusions over them to do matching. Develop a semantic segmentation algorithm for voting proposals to infer a company’s policies and insure they are inline with their public propaganda. Tools: RAG, chatbot, NLP, sentence_transformers, BERT, LLM, Oobabooga,txtai, agentic discovery, pgai

Transcribe audio into text. Use CoT to do mental health analysis alongisde TF-IDF + GloVe and BERT then generate a controlled response. Tools: Whisper, COT, BERT, Qwen2.5, GPT-4, LLM.

Generate 3D stl shapes from 2D images. Generate and pack different shapes of cabinets, fridges and kitchen equipments based on measurements. Generate CAD layouts and render the result in 3D for humans to view. Tools: Pyvista, trame, pandas.

Read stl files of foot 3D laser scan, fix and make mesh watertight. Detect the metatarsal bones and the heel, then generate insole such that it obeys the doctor’s prescription as well. Tools: Pyvista, vtk, pymeshlab, scipy.

Use multiple reinforcement learning techniques to make a network handover protocol “smarter” Tools: Gymnasium, stable_baselines3, PPO, seaborn

Extrapolating 3D features from a single 2D image using a neural network to overcome the main inaccuracies of conventional solutions. Use 5 different skin as well as facial features to match on. Tools: Pytorch, Python, Numpy, Pandas, Pyredner

Solve a NP-hard route optimization problem minimizing costs and maximizing profit while assigning each user his adequate nodes obeying each node’s constraints. Respected the regulations of the Arbeitsagentur and obeyed several constraints respective to each warehouse. Tools: Or-tools, Python, Postgresql, Osrm

Develop String matching algorithms using multiple methods to match 1M+ data records to provide a coherent database for the website. Automating data scraping into a DB, triggering the matching algorithm and indexing its output. Tools: Pysql, Elasticsearch, Mongo, Postgres, Gmail, Python

Develop an algorithm that analyzes hosted videos to embed a watermark invisible to the human eye, such a watermark must be unique per user, yet can be observed using a specific algorithm. Algorithm was applied to discover clients sharing a video outside of the platform. Tools: Redis, Postgres, Moviepy, Python

Read shapes, then pack them tightly together respecting a set of rules to avoid collision such that they are cut using fewer materials, through a shorter time span or cut from marble. Applications are for CNC machining, 3D printing, marble cutting, art, etc. Tools: shapely, python, numpy, pandas, ezdxf