Dev Pirate
725 posts

Dev Pirate
@dev_pirates
Coding maestro crafting lines of brilliance. JavaScript enthusiast 🚀 | Always chasing the next bug to squash. #CodeWizard #DeveloperLife
가입일 Kasım 2023
492 팔로잉462 팔로워

Average Word2Vec
Instead of one-hot or TF-IDF,
each word has a dense vector.
Sentence representation =
average of all word vectors.
Simple ✔️
Keeps semantic meaning ✔️
But loses word order ❌
Good baseline, not the final answer.
#Word2Vec #NLP #GenAIJourney #LearningInPublic
English

Day 10 | TF-IDF
Learned how NLP measures
word importance in text.
TF → frequency in a document
IDF → down-weights common words
Pros: intuitive, captures importance
Cons: sparse vectors, OOV issue
Small concept, big impact.
#Day10 #TFIDF #NLP #GenAIJourney #LearningInPublic
English

Day 9 – Progress Check
What changed in 9 days:
Fear ↓
Clarity ↑
Curiosity ↑↑
Still a beginner.
Still confused sometimes.
But no longer stuck.
Consistency > Motivation.
Onwards 🚀
#Day9 #LearningInPublic #GenAIJourney
English

Day 7 – OOP Concepts Refresh
Revisited:
Inheritance
Polymorphism
Code reusability
AI code also needs:
clean design > quick hacks
Old concepts suddenly feel very relevant again.
#Day7 #PythonOOP #GenAI
English

Day 6 – Backend for AI
Explored:
Flask
FastAPI
How ML models get exposed as APIs
AI is useless if you can’t serve it.
Learning how “model → product” actually happens.
#Day6 #FastAPI #MLDeployment
English

Day 5 – Python Revisions (AI Prep)
Revised:
Files
Datetime
Multithreading
APIs
Realization:
Strong GenAI needs strong Python fundamentals.
Skipping basics is the biggest mistake.
#Day5 #Python #GenAIJourney
English

Day 4 – One Hot Encoding
Learned:
What is One Hot Encoding
Advantages & limitations
Simple but powerful idea:
More features ≠ better always.
Vocabulary size matters more than I thought.
#Day4 #MachineLearning #NLP
English