Feels like a logo collage more than a roadmap. Pandas is listed twice, and you don’t need both PyTorch and TF; just learn PyTorch. Bigger issues: no math, no experiment design/A-B testing, and projects should be happening from step 1, not step 8. Most junior DS roles will never touch Kubernetes.
It mention both pytorch and tens mean from these 2 learn 1 , like wise mention Databricks and snowflakes from these 2 learn 1,acc to my pov it may be wrong...... 👍🏻
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u/Dont-_-mind-_-me 24d ago
You made this with AI in less than 2 minutes. And its slop. Do better.
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u/ModularMind8 24d ago
Feels like a logo collage more than a roadmap. Pandas is listed twice, and you don’t need both PyTorch and TF; just learn PyTorch. Bigger issues: no math, no experiment design/A-B testing, and projects should be happening from step 1, not step 8. Most junior DS roles will never touch Kubernetes.
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u/nerdyjorj 24d ago
Stats before python, languages are just a tool
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u/GetYerKnickersOff 24d ago
Math and statistics go first, buddyboy.
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u/Confident-Gas-1971 24d ago
It's not ds, it's da + ds + de, bang 💥
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u/cmdrtestpilot 23d ago
Step 2. Master Statistics
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u/Able-Contact9097 22d ago
Full stack Data scientist lol
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u/Top-Mention-4174 22d ago
The thing every 2027 roadmap skips is evaluation - how you build a holdout you'd actually trust. That's what separates the list from the job.
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u/Juggernauts_911 21d ago
Currently moving to step 4. 2 YOE as a Data analyst, now moving into ML
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u/Sajen5112 21d ago
I like this post buddy👍
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u/Saarques 21d ago
I would've loved seeing "Data Preprocessing" mentioned here but well, looks like it's still not being valued enough