Hi @ShaRKS,

If you are taking the Associate ML pathway, the notebooks are typically available through the course's lab environment rather than as separate downloadable assets. Databricks course pages for the ML curriculum note that lecture notebooks are accessed in the Vocareum lab environment for courses such as Data Preparation for Machine Learning, Machine Learning Model Development, Machine Learning Model Deployment, and Machine Learning Operations.

To access them, try the following:

• Open the course and look in the course content/navigation pane for the lab launch item, often labeled something like "SP Lab Environment" or an LTI lab link. Self-paced courses that include labs launch the environment from that course link into Vocareum in a new tab.
• Allow pop-ups for the Academy site and enable third-party cookies in your browser before launching the lab, otherwise the workspace may fail to open correctly.
• After launch, wait a few minutes for the environment to provision. The lab workspace can take roughly 5 to 20 minutes to become ready.

If you do not see an SP Lab Environment or similar lab link in the course, that usually means the specific version of the course does not include a Vocareum lab workspace. 

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