πHi there! I'm Othniel, and Iβve been diving into AI and Data Science, working on some pretty cool AI/ML projects. My focus is all about building scalable solutions that make a real impact. Lately, I've been particularly interested in Explainable AI, ensuring that the models I create are transparent and understandable. I'm also exploring the power of Knowledge Graphs to enhance data relationships and drive smarter decision-making in AI systems.
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Neural Search: Developed a neural search engine using SentenceTransformer to encode product data into dense vectors for high-accuracy retrieval. Optimized search performance with vector databases and advanced NLP techniques. Tools: Python, NLP, SentenceTransformer, Vector Database
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Conversational AI with Knowledge Graph: Developed a conversational AI integrated with a knowledge graph for precise product queries utilizing Python, GPT, Langchain, RAG, Neo4j
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AI Customer Review Classifier: Engineered a review classification system leveraging Word2Vec for vectorization and BERT for sentiment analysis. Integrated Google Search API to enhance topic inference and automated summarization, providing actionable insights from customer feedback. Tools: Python, Word2Vec, LDA, SpaCy, NLTK, BERT, Google Search API
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CraftWise Writing Assistant: Created a customizable writing assistant using GPT for real-time content generation. Designed a user-friendly interface with Gradio, enabling dynamic and context-specific writing suggestions. Tools: Python, OpenAI API, GradioI
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Intelligent Coin Trading Platform: Developed a cryptocurrency trading platform with GRU, LSTM, and BiLSTM models for price prediction. Integrated real-time market data via the CoinMarketCap API, achieving high predictive accuracy for strategic trading. Tools:Python, TensorFlow, RNN, CoinMarketCap API
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COVID-19 Vaccination Trend Analysis: Conducted a global vaccination trend analysis, automating data pipelines with CRON jobs and forecasting trends with XGBoost. Developed visualizations to assist in understanding vaccination impacts on a global scale. Tools:Python, TensorFlow, RNN, CoinMarketCap API
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CookGenie Chatbot: Designed a personalized cooking assistant chatbot using NLP techniques. Integrated OpenAI's API for interactive recipe suggestions, shopping lists, and cooking advice, enhancing user engagement. Tools: Python, NLP, OpenAI API
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Airbnb UK Data Analysis: Implemented a tool to analyze Airbnb UK listings, focusing on market trends and pricing. Tools:Python, pandas, Matplotlib
- Explainable AI: Developed tools with LIME, SHAP, and DiCE to enhance AI transparency and trustworthiness; Created the XAI prototype to demonstrate its practical applications.
- Certifications: Neo4j Certified Professional, Neo4J Graph Data Science Certification, Generative AI Engineering.