Is this your channel?
You can try Sphinx AI here, your copilot for data science & ML
I’ve been using Sphinx AI as a coding and analysis agent inside Jupyter notebooks, and it’s a really good snapshot of where the industry is going. It can build an end-to-end ML workflow (cleaning, training, evaluation) and, more importantly, it catches subtle logical issues even when your code technically runs. If you’re prepping for the next wave of interviews, tools like this force you to focus on reasoning and validation—not just typing.
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Pros
- +Builds and validates full ML workflows inside a notebook
- +Adapts to model changes (e.g., switching to XGBoost)
- +Kernel-level awareness of what’s happening in the notebook
- +Catches subtle logical mistakes, not just syntax errors
Cons
- -You still need strong fundamentals to evaluate and iterate on outputs
- -Not a replacement for learning core data structures and algorithms
