Enroll Course: https://www.udemy.com/course/hands-on-gen-ai-bert-for-quant-fin-python-modeling-101/
In the rapidly evolving world of quantitative finance, staying ahead requires embracing cutting-edge technologies. The ‘Gen AI for Quant Fin Python Modeling 101’ course on Udemy offers a comprehensive and hands-on introduction to leveraging Generative AI (Gen AI) and Python for financial modeling. This course is perfectly designed for beginners looking to dive into this exciting intersection of AI and finance.
What sets this course apart is its practical, project-based approach. You won’t just learn theory; you’ll build. The course centers around two key projects: fine-tuning a BERT model with a Logistic Regression layer and deploying models for real-time analytics using Flask/FastAPI. Imagine creating a GPT-powered chat interface to query, rerun, and tune your financial models – that’s exactly what you’ll achieve.
The curriculum expertly guides you through essential concepts, starting with the fundamentals of BERT vs. GPT, PyTorch, and tensors. You’ll get hands-on experience with Hugging Face transformers, including `Trainer`, `TrainingArguments`, `BertTokenizer`, and `BertForSequenceClassification`. The course demystifies fine-tuning, using efficient models like DistilBERT for local training. A significant portion is dedicated to integrating Gen AI with your models, showcasing how to map commands for backend operations and connect a chat interface to a Logistic Regression model.
Key takeaways include setting up OpenAI API and Hugging Face accounts, understanding the limitations of current Hugging Face capabilities (as of Dec 2024), and exploring future enhancements like feature selection, model retraining on real data, and the broader applications of Gen AI in data analytics such as data synthesis, anomaly detection, and predictive modeling.
Whether you’re looking to retrain models, define input schemas, optimize training arguments, or simply understand how to save and load models using libraries like `joblib` or `pickle`, this course covers it all. You’ll even learn to serve your models using Flask/FastAPI and test them with tools like Postman.
If you’re a beginner in Python and Gen AI, or a finance professional looking to upskill, ‘Gen AI for Quant Fin Python Modeling 101’ is an invaluable resource. It provides the foundational knowledge and practical skills needed to start building sophisticated AI-powered financial applications. Highly recommended!
Enroll Course: https://www.udemy.com/course/hands-on-gen-ai-bert-for-quant-fin-python-modeling-101/