Aubin Bakana - Portfolio: AI Experience

Artificial Intelligence Experience

Table Of Content: On this page


(On this page)


- Summary
- Skills & Experience
- Certificates

Summary

Showcasing a comprehensive skill set developed through rigorous training and practical experience. Courses completed from reputable providers like Kaggle, Udacity, DeepLearning.AI, Azure, Google Education, and Dataiku Academy are evidence of a solid foundation in AI fundamentals and advanced techniques.
Key accomplishments include the completion of courses such as "Deep Learning with TensorFlow" and "ChatGPT Prompt Engineering for Developers," providing immersive experiences in reinforcement learning, natural language processing, and other AI domains. Recent endeavors in cutting-edge technologies like TensorFlow Lite and applied prompt engineering with Azure OpenAI Service demonstrate a commitment to staying abreast of AI innovation.

Problem-Solving and Continuous Learning

Accompanying this core focus, expertise lies in building and managing data science workflows within Dataiku, including utilizing visual tools, implementing best practices, and deploying models. Additional skills encompass prompt engineering, data analysis, Responsible AI principles, cloud platforms, and programming languages (Python, C#, .Net), all complemented by data engineering and NLP knowledge. A strong commitment to continuous learning fuels further development in Deep Learning and related AI fields.

Deep Learning with TensorFlow

Completion of TensorFlow course with Udacity helped solidify knowledge and expertise in AI, a software development. Topic covered include the following:

- Deep Neural Networks(DNN)
- Convolutional Neural Networks(CNN)
- Recurrent Neural Network(RNN)
- Transfer Learning
- Saving & Loading Models
- Time Series Forecasting
- NLP: Tokenizations & Embeddings
- NLP: Recurrent Neural Networks

Skills & knowledge

  • TensorFlow
  • Deep Learning & Machine Learning: Proven proficiency in AI, ML, and LLMs.
  • Prompt Engineering: Experience crafting effective prompts for LLMs.
  • Dataiku Expertise: Skilled in building and managing Dataiku workflows, utilizing visual tools, sharing results via charts and dashboards, and implementing best practices in project design.
  • Data Science & Engineering: Expertise in creating, evaluating, tuning ML models with Dataiku's Visual ML tool, and deploying models.
  • Responsible AI: Understands and implements Responsible AI principles.
  • Data Analysis: Utilizes Dataiku's Interactive Stats tool for data exploration and analysis.
  • Generative AI: Familiarity with platforms like vertexAI, ChatGPT, AzureOpenAI, Gemini, etc.
  • Cloud Platforms: Experience with Microsoft Azure and Google Cloud Platform.
  • Programming Languages: Proficient in Python, C#, .Net, and more.
  • Data Engineering & NLP: Possesses skills in data engineering and NLP.
  • Problem-Solving & Continuous Learning: Strong problem-solving skills and commitment to continuous learning.
Certifications
Certification Title Enrollment Note Completion Date Expiry Date Link
Intermediate Machine Learning Certificate Intermediate Machine Learning with Python for developers. A Kaggle course. 25/04/24 View Kaggle Profile
Intro to Machine Learning Certificate Intro to Machine Learning with Python for developers. A Kaggle course. 19/04/24 View Kaggle Profile
Pandas Certificate Data Analysis with Python's Pandas 18/04/24 View Kaggle Profile
Deep Learning With TensorFlow A course by Udacity 10/04/24 Code Examples From Labs: View
RLHF - Reinforcement Learning From Human Feedback A short course by DeepLearning.AI 03/24 Sample code
Building Systems with ChatGPT API A short course by DeepLearning.AI 03/24
ChatGPT Prompt Engineering for Developers A short course by DeepLearning.AI 03/24
Apply prompt engineering with Azure OpenAI Service Complettion badge 3/03/24 View
Machine Learning with Google Education Complettion badge 28/02/24 View
Introduction to large language models Complettion badge 28/02/24 View
Certified Dataiku ML Practitioner 2023-Mar-23 10 of 10 courses 31 Aug 2021 - Dataiku
Certified Dataiku Core Designer 2023-Feb-04 6 of 6 courses 2023-Mar-21 - Dataiku