Yesterday after a long time, I dedicated 30 minutes for learning. It was a awesome experience. I hope to do it more often. I am a new parent now and on a parental leave. I have lot of things in my mind to do but I haven't figureout how to properly manage all those tasks. And randomly I had a thought let me create a blog, mostly technical where I could just keep track of my ideas. And everyday, when ever possible I will give 15 minutes of time for each project. So, that I could keep track of what is going on and make things organized. After doing that I had a thought that, why don't I start making things bigger. Lets create a whole product echo system where I can share my ideas and thoughts and that could benifit others too. any ways usually I have lot of ideas , which I start for some days and never finish. :) any ways if I can share my ideas may be some one can pick it up. Another thing is that may be it will also be like my project tracker. At the same time I also had a realization that every time I learn something speacially technical. I forget what I learnt after a while and some time I learn it again and then forget and I have done this multiple times. Here I want also to reinforce my learning so that it could go down the memorylane so that I will have hard time forgetting.
I am thinking about limiting all my projects to 15 minutes each so that I can find a way to work on them every day.
Right now, the projects I am working are.
1. Digitizing our family documents and keeping them safe in case of emergency.
2. Writing this blog
3. Creating video similar to this blog
4. Studying AI and data science
5. Creating my portfolio website
I am using flask for the development. As I forgot about flask which I went through long time ago I found a good tutorial.
https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world
For this I have decided to use digital ocean for hosting.
6. Creating a whole content brand around my blogging in different platform.
I am analizing different options and composing another blogpost where I have used chatgpt and gemini to create a whole plan I need to choose the best option which I am going to follow in this blog and flow it completely.
Still need to revidw the gemini and chat gpt result to find the best path
Roadmap generated by chatgpt which is completely free:
๐ง Month 1–2: Data Science Foundations
๐ Data Analysis with Python:
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๐ Data Analysis with Python – freeCodeCamp (YouTube, 4 hours) -- This seems to be little outdated. one outdated content I found is that it talks about notes.ai which is tuned in to something else and wasted little bit of my time. I am going to use google colab for the jupiter notebook.
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๐ Data Analysis with Python – freeCodeCamp (YouTube, 4 hours) -- This seems to be little outdated. one outdated content I found is that it talks about notes.ai which is tuned in to something else and wasted little bit of my time. I am going to use google colab for the jupiter notebook.
๐ SQL for Data:
๐ Statistics & Math:
๐ค Month 3–4: Machine Learning Core
๐ ML Theory:
๐จ ML Hands-on:
๐ง Month 5–6: Deep Learning Specialization
๐ Neural Networks & DL:
๐ Tools & Frameworks:
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TensorFlow: TensorFlow.org Tutorials
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PyTorch: PyTorch 60-Minute Blitz
TensorFlow: TensorFlow.org Tutorials
PyTorch: PyTorch 60-Minute Blitz
๐งช Month 7–8: Build Portfolio Projects
๐ ️ Suggested Projects:
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Spam detector (NLP)
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Image classifier (e.g., pets, plants)
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Sentiment analysis (Twitter or product reviews)
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AI chatbot using transformers (Hugging Face)
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Personal movie recommendation system
Spam detector (NLP)
Image classifier (e.g., pets, plants)
Sentiment analysis (Twitter or product reviews)
AI chatbot using transformers (Hugging Face)
Personal movie recommendation system
๐ Host Demos:
๐ Month 9–10: Model Deployment & MLOps
๐ณ Tools to Learn:
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Docker: Docker Curriculum (free)
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Flask/FastAPI: FastAPI Docs
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Docker: Docker Curriculum (free)
Flask/FastAPI: FastAPI Docs
๐ฆ MLOps:
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๐ MLOps Zoomcamp by DataTalksClub
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Covers model packaging, tracking, pipelines, and deployment
๐ MLOps Zoomcamp by DataTalksClub
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Covers model packaging, tracking, pipelines, and deployment
☁️ Month 11–12: Cloud AI & Job Prep
๐ Free Cloud Learning:
๐ผ Resume, GitHub & Applications:
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Create GitHub portfolio with ReadMe and notebooks
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Write blog posts or Medium articles explaining your projects
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Contribute to open-source repos like Hugging Face datasets, LangChain examples, etc.
Create GitHub portfolio with ReadMe and notebooks
Write blog posts or Medium articles explaining your projects
Contribute to open-source repos like Hugging Face datasets, LangChain examples, etc.
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