manyue-portfolio / content /machine_learning.json
Manyue-DataScientist's picture
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{
"heading": "Machine Learning",
"intro": "My machine learning expertise spans from traditional algorithms to deep learning systems that solve real business challenges. I've built end-to-end ML pipelines that deliver measurable impact, combining the right models with appropriate feature engineering techniques. I focus on creating solutions that are not only technically sound but also deployable, maintainable, and integrated with business workflows. With a solid foundation in Python-based ML frameworks and cloud deployment platforms, I develop models that generate actionable predictions and insights.",
"skills": [
{
"category": "Frameworks & Libraries",
"items": ["TensorFlow/Keras", "PyTorch", "Scikit-Learn", "XGBoost/LightGBM"]
},
{
"category": "ML Techniques",
"items": ["Supervised Learning", "Unsupervised Learning", "Deep Learning", "Natural Language Processing"]
},
{
"category": "MLOps",
"items": ["ML Pipelines", "Model Monitoring", "Deployment Strategies", "Version Control (DVC)"]
},
{
"category": "Cloud ML Services",
"items": ["AWS SageMaker", "Google AI Platform", "Azure ML", "MLflow"]
}
],
"projects": [
{
"title": "University Admission Predictor",
"url": "#",
"description": "Built a regression model to predict the chances of a student getting admitted to top universities based on academic profiles. The project includes feature importance analysis, model tuning, and a live demo deployed with Streamlit.",
"tech_stack": "Scikit-learn, Streamlit, NumPy"
},
{
"title": "AI Chat Assistant for Recruiters",
"url": "https://huggingface.co/spaces/Manyue-DataScientist/AI-Assistant",
"description": "A custom-trained assistant that answers queries about my resume and portfolio using NLP and retrieval techniques. Built to simulate real-time interactions with hiring teams, this project showcases my ability to work with large language models and create practical AI applications.",
"tech_stack": "LangChain, OpenAI, Gradio"
},
{
"title": "Speaker Diarization Application",
"url": "https://huggingface.co/spaces/Manyue-DataScientist/speaker-diarization-app-v2",
"description": "Developed an advanced multi-speaker audio processing system that performs speaker diarization, transcription, and summarization to extract meaningful insights from multi-speaker conversations.",
"tech_stack": "PyTorch, Hugging Face Transformers, Gradio"
}
]
}