Ahmed magdy

Generate different 3D models for kitchens and CAD layouts to fill empty spaces. - 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.

Mental health chatbot: - Transcribe audio into text. -Use CoT to do mental health analysis alongisde TF-IDF + GloVe and BERT. -Generate the controlled response. Tools: Python, Pandas, Spacy, NLP, sentence_transformers, BERT, Qwen2.5, GPT-4

- Developing multiple algorithms for semantic analysis of investors’ proxy voting data and drawing multiple conclusions over them. - Develop a semantic segmentation algorithm for voting proposals to infer a company’s policies and insure they are inline with their public propaganda. Tools: Python, Pandas, Spacy, NLP, sentence_transformers, BERT

Create a full customer service that: - Answers phone over pbx. - The live AI assistant answers the phone and tries to solve the problem. - If fails, then it relays a call to real human. The live assistant comprised a STT => chatbot => TTS The chatbot and the text to speech systems are to be developed seperately My responsibility was to convey human emotion through the model's speech completely avoiding the monotone speech all automated answering machines have.

I Implemented three separate algorithms using ortools to handle different route optimization needs/constraints and host them on AWS such that each time a new request comes, The algorithm is started from an ECR image, reads data from the database, processes data, saves data to the database.

Automate generation of insoles from a foot 3D laser scan - 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.

- 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.

- Route optimization algorithm that respects laws governing drivers and warehouses while obeying several constraints respective to each of them. - Such an algorithm works to minimize costs maximizing profit while assigning each driver its adequate pickup and delivery nodes obeying each node’s time windows and other constraints. - the main biggest problem was respecting all different laws concerning breaks as Germany is quite strict about them when it comes to trucks.

- String matching algorithm that uses several methods to match against 1M+ data records and merge Matching data achieving 60-95 percentage matching. - Automated algorithm that scrapes data, save into a database, Trigger matching algorithm, save and manage algorithm’s output, update website to display data.

- Design an accurate enough mine detection logic circuit and write its algorithm. - Develop a PID algorithm coupled with a fuzzy algorithm to stabilize a quadcopter during flight. - Develop an accurate location determination algorithm to pinpoint Mines’s locations on map.