RAG From Scratch: Query Translation (HyDE) Our RAG From Scratch video series walks through impt RAG concepts in short / focused videos w/ code. This is our final video on Query Translation, focused on Hypothetical Document Embeddings (HyDE) from Gao et al. Problem:
CODE
-

Eigenfaces for Text: PCA on Domain-Specific Embeddings
By
–
project request: eigenfaces, but for text do PCA on text embeddings from a particular domain and find the "eigentext" embeddings that represent that domain then project back to text with vec2text. what would the eigentexts look like? surprised no one has done this yet
-

LoRAX v0.8 Release: JSON Structured Outputs Support Added
By
–
New minor release for #LoRAX, our open-source framework for serving 100s of #LLMs on a single #GPU:
LoRAX v0.8 now supports structured outputs (#JSON mode) courtesy of #Outlines! -

Create Deploy AI Agents with Abacus AI Tutorial
By
–
Create & deploy #AI agents with @AbacusAI at https://
abacus.ai/ai_agents — agents can chain user code, data transformations, models, & prompts. Boom! Learn how in this tutorial: https://
blog.abacus.ai/blog/2023/08/3
1/supercharge-productivity-accomplish-10x-more-with-ai-agents/
…
——
#DeepLearning #DataScience #MachineLearning #GenerativeAI #DataScientists #LLMs -
Input Output Paragraph State Changes Open Source
By
–
The input is generally the previous paragraph. The paragraph's outcome is its output. If a paragraph hasn't changed your input state, then there's the probability that the paragraph isn't necessary." https://
technicallywewrite.com/2024/01/29/set
hkenlon
… #opensource -
Technical Writing as Programming: Language as Code Structure
By
–
Seth Kenlon of @RedHat compares technical writing and editing to programming, "It may not seem like it, but technical editing is a form of programming. The English language (in my case) is the code, and the paragraphs are the functions. A paragraph has an input and an output.
-

Advanced Data Cleaning Techniques for Missing Values and Duplicates
By
–
Data Cleaning: This also helps you to use the advanced data cleaning techniques such as locating missing values, standardizing formats, removing duplicates.
-

Machine Learning and Predictive Analytics with Python Libraries
By
–
Machine Learning, Predictive Analytics, and Forecasting: You can leverage Python libraries like scikit-learn & statsmodels to apply machine learning, predictive analytics, and forecasting techniques such as regression analysis, time series modeling, and more.
-

Python in Excel: Data Analysis, Visualization, and Machine Learning
By
–
Introducing Python in Excel You can now use Python right inside Excel to do: – Data Cleaning
– Data Analysis
– Advanced Visualizations with Matplotlib & Seaborn
– Machine Learning, Predictive Analytics, and Forecasting Thread -
Learn MATLAB and Simulink Online for Engineering Applications
By
–
Start learning with MATLAB and Simulink at your own pace with online courses and code examples #EngineersWeek
— MathWorks (@MathWorks) 22 février 2024
🔗 https://t.co/dhdTg8nrx5 pic.twitter.com/kthB0WxrO9Start learning with MATLAB and Simulink at your own pace with online courses and code examples #EngineersWeek http://
spr.ly/6016ne38y
