The 5 Best Image-Based Virtual Try-On AI Models: Pros, Cons, and Why They Matter Image-based virtual try-on technology is transforming how we shop online, blending augmented reality, computer vision, and generative AI to let customers visualize products in real time. From reducing returns to boosting engagement, these tools are reshaping e-commerce. But with so many…
Introduction to DeepSeek Janus-Pro 1B and 7B DeepSeek AI has just introduced Janus-Pro 7B under its DeepSeek license. This is a multimodal AI model that beats DALL-E 3 and Stable Diffusion in key tests. It follows DeepSeek’s earlier DeepSeek R1 model, known for strong reasoning. DeepSeek also released a research paper explaining Janus-Pro’s design and abilities. Though a…
Reinforcement learning (RL) has revolutionized AI at its core by enabling models to learn iteratively through interaction and feedback. When applied to large language models (LLMs), RL unlocks new opportunities for dealing with tasks involving sophisticated reasoning, e.g., math problem-solving, programming, and multimodal data interpretation. Classical approaches are greatly dependent on pretraining with massive static…
Benchmark DeepSeek-R1 OpenAI o1-1217 AIME 2024 79.8% 79.2% Codeforces 96.3 percentile 89 percentile MATH-500 97.3% 96.4% SWE-bench Verified 49.2% 48.9% GPQA Diamond 71.5% 75.7% MMLU 90.8% 91.8% Key Takeaways: While both DeepSeek-R1 and OpenAI o1 exhibit impressive capabilities, they also have limitations:
The field of reinforcement learning (RL) has significantly transformed machine learning by allowing agents to acquire optimal behaviors via their interactions with the environment. Deep Q-Networks (DQNs) have advanced RL by integrating deep neural networks for the purpose of approximating Q-values, which fundamentally serve to forecast the long-term value associated with executing a particular action…
This semi-monthly column explores the rapid advancements and impacts of Artificial Intelligence (AI) in the banking and finance sectors. The insights provided include news, industry reports, academic papers, and central bank activities, accompanied by links to primary sources and, where possible, free versions. News Highlights Wall Street Faces 200,000 Job Cuts Due to AI Transformation…
Let’s be real: backtesting is like the ultimate “what if” game for traders. What if I’d bought Apple stock in 2005? What if I’d shorted GameStop before it went viral? But here’s the kicker—what if your backtest is lying to you? Yep, that’s right. Most backtests fail, and it’s not just because of bad data…
Alright, let’s get real for a second. When I first started algo trading, I was on a tight budget. I needed good data, but I didn’t want to spend hundreds (or thousands) of dollars on expensive APIs. Sound familiar? The good news is, there are plenty of free or affordable market data APIs out there…
Artificial Intelligence (AI) has evolved from a concept that was once pure speculation to becoming a reality today, changing various industries and ways of approaching complex problems. Among the latest breakthroughs in AI technology is CrewAI, an advanced framework designed to coordinate autonomous AI agents to operate as a unified group. This article will outline the nature of CrewAI, its significance, possible applications, and what it may mean for the future. At the end, readers will gain an understanding of the transformative nature of CrewAI and how to apply it to keep pace with the relentless evolution of AI. CrewAI is an open-source, Python-based multi-agent orchestration framework that enables AI agents to collaborate seamlessly, much like a human team. Developed by João…