[{"data":1,"prerenderedAt":58},["ShallowReactive",2],{"\u002Fblog\u002Fibm-watson-studio-intro":3,"more:\u002Fblog\u002Fibm-watson-studio-intro":39},{"id":4,"title":5,"body":6,"category":28,"date":29,"description":12,"extension":30,"image":31,"meta":32,"navigation":33,"path":34,"seo":35,"stem":36,"summary":37,"__hash__":38},"blog\u002Fblog\u002Fibm-watson-studio-intro.md","IBM Watson Studio Intro for Python Programmers",{"type":7,"value":8,"toc":24},"minimark",[9,13,21],[10,11,12],"p",{},"IBM Watson Studio is a cloud-based data science platform that provides a managed environment for Jupyter notebooks, AutoAI pipelines, and model deployment. For Python programmers already comfortable with scikit-learn and pandas, the learning curve is moderate. The tools are familiar, but the deployment story is different.",[10,14,15,16,20],{},"Setting up a project begins with creating a Cloud Object Storage instance and linking it to a Watson Studio project. From there, you can launch a Jupyter environment with your choice of Python runtime, GPU support, and pre-installed libraries. The environment behaves like a standard JupyterLab instance, with the addition of IBM's ",[17,18,19],"code",{},"ibm_watson_machine_learning"," SDK for pushing models to production.",[10,22,23],{},"Deploying a model involves serialising it (typically with joblib or pickle), uploading it to the project's storage, and creating a deployment space. Watson Studio then exposes a REST endpoint you can call from any application, with built-in logging and monitoring through IBM OpenScale.",{"title":25,"searchDepth":26,"depth":26,"links":27},"",2,[],"Machine Learning","2023-03-17","md","\u002Fimages\u002Fblog\u002Fibm-watson-studio-intro.jpg",{},true,"\u002Fblog\u002Fibm-watson-studio-intro",{"title":5,"description":12},"blog\u002Fibm-watson-studio-intro","A Python programmer's guide to getting started with IBM Watson Studio. It covers setting up environments, running Jupyter notebooks, and deploying models.","kyS9B2YcScutdCigrMCbg2B92Z8pV6x8bd4y70F5Gl4",[40,46,52],{"path":41,"title":42,"date":43,"category":44,"image":45},"\u002Fblog\u002Fnatural-trend-curves","Natural Trend Curves","2023-09-14","Data Science","\u002Fimages\u002Fblog\u002Fnatural-trend-curves.jpg",{"path":47,"title":48,"date":49,"category":50,"image":51},"\u002Fblog\u002Fmedium-voltage-design-data-centers","Medium Voltage Design for Data Centers","2023-07-20","Engineering","\u002Fimages\u002Fblog\u002Fmedium-voltage-design-data-centers.jpg",{"path":53,"title":54,"date":55,"category":56,"image":57},"\u002Fblog\u002Fpython-for-matlab-users","Python for MATLAB Users and Vice Versa","2023-05-08","Programming","\u002Fimages\u002Fblog\u002Fpython-for-matlab-users.jpg",1792603211412]