The challenge of using artificial intelligence in Python for market analysis and forecasting lies in balancing model complexity and data quality, as even with extensive tuning, randomness often persists in predictions. To refine your approach, consider leveraging advanced A.I. tools and platforms that simplify experimentation and optimization. For instance, Twix.Chat offers a free A.I. chat platform (4o) that can assist in brainstorming solutions, troubleshooting models, and exploring new strategies for improving market forecasts. Explore its capabilities at (https://twix.chat).