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[Sam480]

14 minutes ago, Aquaman said:

Roadmap to Master Natural Language Processing (NLP) in 2025

If you're planning to dive into Natural Language Processing (NLP) in 2025, here's a comprehensive learning roadmap and a free course for you to guide your journey from the fundamentals to advanced concepts: https://lnkd.in/ginbH-Qp

 

Prerequisites

- Before you get started, ensure you're comfortable with:

- Python Programming: A must for NLP implementation.

- Machine Learning & Deep Learning Concepts: Basics like supervised/unsupervised learning, neural networks, and optimization techniques.

Essential NLP Libraries

- Here are the tools you'll need to master for building efficient NLP models: NLTK, spaCy, TextBlob (for traditional NLP tasks) TensorFlow, PyTorch, Hugging Face (for deep learning-based NLP), LangChain (for chaining tasks and prompt engineering)

Core NLP Fundamentals

Get a solid grasp of fundamental NLP tasks:

- Text Preprocessing: Tokenization, stemming, lemmatization, stop words, punctuation, case sensitivity.

- Language Models: N-grams, TF-IDF, Bag of Words.

- Semantic Analysis: Sentiment analysis, Named Entity Recognition (NER), POS tagging.

- Basic Sequence Models: Hidden Markov Models (HMMs), Conditional Random Fields (CRFs).

- Tools to practice: NLTK, spaCy, TextBlob.

Deep Learning for NLP

Leverage powerful deep learning techniques:

- Word Embeddings: Word2Vec, GloVe, FastText.

- RNNs, GRUs, LSTMs: For text generation, translation.

- Attention Mechanisms & Seq2Seq Models: With attention to improve translation, summarization.

- Transformers: The architecture powering modern NLP, including BERT, GPT, T5.

- Tools to learn: TensorFlow, PyTorch, Hugging Face.

 

Any idea, Evanni nerchukovali ante on an average entha time padtundi. if i spend 10 hrs a week to learn?

 

[Aquaman]

Just now, Sam480 said:

Any idea, Evanni nerchukovali ante on an average entha time padtundi. if i spend 10 hrs a week to learn?

 

its like saying in how many days we can learn riding motocycle..

all depends on your dedication, interest , how many hours you cand dedicate, how desperate you are for learning

[enigmatic]

19 minutes ago, Sam480 said:

Any idea, Evanni nerchukovali ante on an average entha time padtundi. if i spend 10 hrs a week to learn?

 

easy gaa 12 months or 2 years padatadhi. 

[bayareaking]

8 hours ago, Sam480 said:

Any idea, Evanni nerchukovali ante on an average entha time padtundi. if i spend 10 hrs a week to learn?

 

Oka 1 month, especially step 1& 2&3 on NLP

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