{"version":"1.0","type":"card","id":"3631005c-04da-4cdd-9de8-d5c0306b0487","url":"https://stacklist.com/card/3631005c-04da-4cdd-9de8-d5c0306b0487","title":"From Big Data to A.I.: Buy-Side Firms Educate Themselves on Machine Learning","source_url":"https://www.linkedin.com/pulse/from-big-data-ai-buy-side-firms-educate-themselves-machine-aferiat/?trackingId=OHtJxHOETDC3S66Chr1O9A%3D%3D","note":"This page provides insights from a recent interview with the TABB Group, highlighting how buy-side firms are leveraging artificial intelligence as an evolution of big data. David Aferiat from Trade Ideas discusses the importance of education in machine learning for these firms.","image":{"url":"https://ucarecdn.com/928740bf-4186-4c11-b03b-c16755efee4c/","alt":"From Big Data to A.I.: Buy-Side Firms Educate Themselves on Machine Learning","width":1080,"height":1080},"stack":{"id":"3701d09f-5d84-426c-aef0-e129d294445b","title":"Leadership and Execution Guide","url":"https://stacklist.com/c/education/stack/3701d09f-5d84-426c-aef0-e129d294445b"},"created_at":"2026-08-05T22:31:30.708Z","updated_at":null,"aco":{"summary":"Educating Buy-Side Firms on AI and Big Data discusses how artificial intelligence and machine learning enable traders to capture alpha through automated decision-making and real-time market insights. Trade Ideas' Virtual Analyst demonstrates the practical application of these technologies by recognizing market events, managing risk, and identifying opportunities while preventing overtrading.","tags":["artificial-intelligence","big-data","machine-learning","algorithmic-trading","alpha-generation","robo-advisers","fintech"],"key_entities":[{"name":"Trade Ideas LLC","type":"organization","confidence":0.99},{"name":"TABB Group","type":"organization","confidence":0.95},{"name":"David Aferiat","type":"person","confidence":0.95},{"name":"Terry Roche","type":"person","confidence":0.9},{"name":"Virtual Analyst","type":"technology","confidence":0.92},{"name":"Machine Learning","type":"technology","confidence":0.98},{"name":"Alpha Generation","type":"concept","confidence":0.93},{"name":"Brexit","type":"event","confidence":0.88},{"name":"Turkish Coup","type":"event","confidence":0.85},{"name":"United States","type":"location","confidence":0.9},{"name":"Canada","type":"location","confidence":0.9},{"name":"China","type":"location","confidence":0.85},{"name":"Europe","type":"location","confidence":0.85}],"classification":"reference","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-08-05T22:31:36.804Z"},"token_counts":{"approximate":596,"cl100k":501},"content_hash":"sha256:ad5df21c2906be16dd65096f9b291701e2304da9e128e8a1731c358c9ec1b13e","acp_version":"0.2","body_available":true,"body_tokens":596,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/3631005c-04da-4cdd-9de8-d5c0306b0487.json","html":"https://stacklist.com/card/3631005c-04da-4cdd-9de8-d5c0306b0487","md":"/api/public/card/3631005c-04da-4cdd-9de8-d5c0306b0487.md","stack_json":"/api/public/stack/3701d09f-5d84-426c-aef0-e129d294445b.json"}}