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TORRENT DETAILS
Linkedin - Hands-On Generative AI - Applying Your Tabular Data With ChatGPT, GPT-4, And LangChain
TORRENT SUMMARY
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In this course, get hands-on experience with generative AI and natural language processing, and discover how openAI models work with tabular data. Join instructor Alina Zhang to learn how to leverage ChatGPT, GPT-4, and LangChain to perform advanced NLP tasks like summarization, entity detection, semantic analysis, and question answering. Learn to apply large language models on tabular data such as pandas DataFrames and CSV files. This course is your gateway to talk to your own data with generative AI solutions.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Talk to your data using GPT models and LangChain.mp4
2.6 MB
~Get Your Files Here !/01 - Introduction/01 - Talk to your data using GPT models and LangChain.srt
994 B
~Get Your Files Here !/01 - Introduction/02 - Introduction to course materials.mp4
2.3 MB
~Get Your Files Here !/01 - Introduction/02 - Introduction to course materials.srt
2 KB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/01 - Set up the development environment.mp4
11.3 MB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/01 - Set up the development environment.srt
3.6 KB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/02 - Load data into LangChain.mp4
8.9 MB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/02 - Load data into LangChain.srt
4 KB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/03 - Split documents into smaller chunks.mp4
9.2 MB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/03 - Split documents into smaller chunks.srt
4.1 KB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/04 - Vectorstores and embedding.mp4
13.1 MB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/04 - Vectorstores and embedding.srt
4.7 KB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/05 - Retrieve relevant chunks.mp4
12.3 MB
~Get Your Files Here !/02 - 1. Data Preparation with LangChain/05 - Retrieve relevant chunks.srt
4 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/01 - RAG for question answering.mp4
17.4 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/01 - RAG for question answering.srt
5.8 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/02 - Custom prompt template.mp4
14.1 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/02 - Custom prompt template.srt
5.9 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/03 - Entity detection and recognition.mp4
19.5 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/03 - Entity detection and recognition.srt
5.9 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/04 - Output in structured data.mp4
22.2 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/04 - Output in structured data.srt
5.3 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/05 - Sentiment analysis.mp4
16.2 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/05 - Sentiment analysis.srt
6.7 KB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/06 - Text summarization with a focus.mp4
15.2 MB
~Get Your Files Here !/03 - 2. NLP Use Cases Using LangChain and GPT/06 - Text summarization with a focus.srt
5.9 KB
~Get Your Files Here !/04 - 3. Async to Speed Up on Large Dataset/01 - Async to speed up the run.mp4
15.3 MB
~Get Your Files Here !/04 - 3. Async to Speed Up on Large Dataset/01 - Async to speed up the run.srt
5.9 KB
~Get Your Files Here !/05 - Conclusion/01 - Thank you.mp4
1.3 MB
~Get Your Files Here !/05 - Conclusion/01 - Thank you.srt
1.2 KB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/01_01_setting_up.ipynb
10.7 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/01_02_loading_data.ipynb
27 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/01_03_split_documents.ipynb
32.2 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/01_04_vectorstore_and_embedding.ipynb
37.4 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/01_05_retrieval.ipynb
42.6 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_01_question_answering.ipynb
62.9 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_02_custom_prompt_template.ipynb
78.9 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_03_name_entity_recognition.ipynb
58.8 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_04_output_in_structured_data.ipynb
149.3 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_05_sentiment_analysis.ipynb
43.6 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/02_06_summarization.ipynb
156.4 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/03_01_async_to_speed_up.ipynb
629.1 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/Datasets/california_tour_package.csv
30.7 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/Datasets/conference_session_info.csv
11.7 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/Datasets/customer_review.csv
15.8 KB
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/Datasets/env.example
50 B
~Get Your Files Here !/Ex_Files_Hands_On_Gen_AI_Tabular_Data/Exercise Files/Datasets/fictitious_movie_data.csv
