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Emmanuel Kakari Ameyaw

04 / About

Kumasi, Ghana. Fourth year. Working toward machine learning research.

I am a Computer Science undergraduate at Garden City University, building toward machine learning research. My interests centre on efficient machine learning: model quantization, hardware-aware optimization, deep learning systems, and reliable AI.

Most of what I know I learned by running experiments on one laptop GPU and having to account for every gigabyte. That has made me more interested in the machine than I expected to be — in what a model costs to run, not only in what it can do.

Outside of that I work on robotics and experimental systems, which is where I first became interested in computation with physical limits: a program that has to finish in time, on the hardware in front of it, is a different kind of problem from one that merely has to be correct.

Kumasi, Ghana · Garden City University

Portrait

Portrait of Emmanuel Kakari Ameyaw
Emmanuel Kakari Ameyaw · Kumasi, Ghana

01 / Education

2024 — Present
Kumasi, Ghana

Garden City University

BSc Computer Science, in progress. Fourth year. Current academic GPA 3.73 / 4.00.

Relevant coursework

  • Linear Algebra
  • Statistics & Probability
  • Numerical Analysis
  • Operations Research
  • Discrete Mathematics
  • Computer Organization & Architecture
  • Embedded Systems
  • Database Management Systems
  • Object-Oriented Programming

02 / Experience

2025 — present

Independent research, and one club to run.

Undergraduate Researcher

Independent Research · 2026 — Present

  • Study efficient AI, model compression, and quantization for transformer architectures.
  • Run hardware-aware experiments and GPU benchmarks on a single consumer accelerator.
  • Build reproducible measurement pipelines for accuracy, latency, and memory.

Machine Learning Developer

Independent Projects · 2025 — Present

  • Implement deep learning systems for vision and multimodal tasks in PyTorch, from data processing through training, evaluation, and analysis.
  • Work on interpretability, uncertainty estimation, and evaluation methodology.

Robotics Club Leader

Garden City University · 2026 — Present

  • Support a student robotics community working on programming, embedded systems, and collaborative technical learning.
  • Coordinate members and encourage hands-on projects that connect software, hardware, and intelligent systems.

03 / Certifications

DeepLearning.AI

Coursework completed outside the degree.

  1. Advanced Learning Algorithms

    DeepLearning.AI · 2026

  2. Supervised Machine Learning: Regression and Classification

    DeepLearning.AI · 2026

04 / Skills

Stated plainly, without levels

Tools and areas I work in.

Programming

PythonC++JavaSQL

Machine Learning

PyTorchScikit-learnNumPyPandasDeep LearningSupervised Learning

AI & Research

Neural NetworksComputer VisionNLPExplainable AIModel QuantizationOptimizationExperimental Design

Systems & Computing

LinuxCUDANVIDIA GPUsGitDockerVirtualization

Development

GitHubVS CodeNeovimLaTeXREST APIsDatabase Systems

Mathematics

Linear AlgebraProbabilityStatisticsNumerical AnalysisOptimizationDiscrete Mathematics

Professional interests

Machine Learning EngineeringAI ResearchEfficient AIComputer VisionExplainable AIData ScienceComputer GraphicsRoboticsMachine Learning Systems

05 / Contact

Kumasi · GMT

Happy to hear from anyone working on efficient ML.

If you are working on quantization, efficient inference, or ML systems — or supervising research in those areas — I would be glad to hear from you.

Email
aemmanuelkakari@gmail.com
Phone
+233 54 285 4631
GitHub
github.com/Emmanuelkk223
LinkedIn
linkedin.com/in/ameyaw-emmanuel-kakari
Location
Kumasi, Ghana
Curriculum vitae