https://github.com/ashishpatel26/llm-engineering-crash-course
LLM Engineering CrashCourse
https://github.com/ashishpatel26/llm-engineering-crash-course
Last synced: 8 days ago
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LLM Engineering CrashCourse
- Host: GitHub
- URL: https://github.com/ashishpatel26/llm-engineering-crash-course
- Owner: ashishpatel26
- Created: 2023-12-29T15:26:34.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-02-17T08:35:15.000Z (over 1 year ago)
- Last Synced: 2025-04-02T17:52:55.531Z (3 months ago)
- Language: Jupyter Notebook
- Size: 1010 KB
- Stars: 100
- Watchers: 8
- Forks: 31
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# LLM-Engineering-Crash-Course
## Prerequisite Course
#### 1. NLP Crash Course (6th January,2024 - 13th January, 2024)
| Day 1: Foundations of NLP (6th January,2024) | Topic | |
| :----------------------------------------------------------- | :----------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
| **Session 1: Introduction to NLP** | Defining NLP and real-world applications | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
| | Evolution and trends in NLP | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
| | Applications, case studies, challenges, and limitations | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
| **Session 2: Fundamentals of Language Analysis** | Levels of language analysis: morphology, syntax, semantics, pragmatics | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session2/2_1_Levels_of_language_analysis.ipynb) |
| | Text representation: Bag-of-words, TF-IDF, word embeddings | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session2/2_2_Text_representation.ipynb) |
| | Language modeling: N-grams, RNNs, LSTMs, GRUs | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session2/2_3_Language_modeling.ipynb) |
| **Day 2: Advanced NLP Techniques(13th January, 2024)** | | |
| **Session 3: Lexical and Syntactic Processing** | Lexical processing techniques: tokenization, normalization | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session3/3_1_Lexical_Processing.ipynb) |
| | Syntactic processing: parsing with dependency grammar, constituency parsing | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session3/3_2_Syntactic_processing.ipynb) |
| **Session 4: Semantic and Pragmatic Processing** | Semantic processing: word sense disambiguation, textual entailment | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session4/4_1_Semantic_Processing.ipynb) |
| | Pragmatic processing: building dialogue systems, analyzing discourse | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/blob/main/NLPCrashCourse/Session4/4_2_Pragmatic_Processing.ipynb) |
| **Session 5: Applications in Real-world Scenarios** | Text representation and embeddings: Word2Vec, GloVe, BERT | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
| | Language modeling techniques: Transformers, attention mechanisms | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
| | Text classification, sentiment analysis, machine translation, and text summarization | [](https://colab.research.google.com/github/ashishpatel26/LLM-Engineering-Crash-Course/) |
## Main Course
#### 2.LLM Engineering Beginner to Advance Course
***Continue...!!!***