Part 5 in the series is out, posted by @Mirrokhni on behalf of many, covering advances in:
· Scalable algorithms (esp. for graphs and clustering)
· Privacy and federated learning
· Market algorithms & causal inference
· Algorithmic foundations and theory
CODE
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Part 5: Scalable Algorithms, Privacy, and Causal Inference
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SantaCoder Fine-tuning Scripts for Code Generation Models
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Do check out @LoubnaBenAllal1
’s fine-tuning scripts for SantaCoder – https://
github.com/loubnabnl/sant
acoder-finetuning
… You should be able to fine-tune CodeGen, InCoder, etc with minimal changes -
AI Webinar: Adding AI to Your App with NLP Basics
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Missed out on last week's webinar on How to Add AI to Your App by @nickfrosst @playmesomemusic
? It's available now on Youtube! If you're new to NLP, you definitely want to check this out -
Genetic Algorithm for Puzzle Solving with Diversity Selection
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Next, solving puzzles. The authors used a custom GA: 1/ Initialization using the previous algorithm 2/ Crossover/Mutation with a uniform crossover operation 3/ Find feasible solutions and "heal" broken ones 4/ Selection with a diversity criterion
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Graph Node Selection Algorithm With Constraint-Based Synergy Optimization
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Proposed solution: 1/ Defining a random traversal order for graph nodes 2/ Filtering the list of candidates according to constraint requirements 3/ Selecting an item that maximizes the synergy of partially filled neighboring candidates.
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Key Factors in Technology Selection and Project Planning
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A mix of factors. How important is performance? Existing code I need to interact with? Expected to be a small project with a handful of people or a large effort? etc.
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Building Chatbot Applications with LangChain AI Framework
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Chatbot is one such example of Lang Chain AI and the applications are endless. For a detailed explanation and to build more such applications with Langchain, check out the source code and docs Source Code – http://
github.com/steamship-core
/steamship-langchain/tree/main/examples/chatbot
… Docs: https://
steamship.com/build/langchai
n-apps
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Daily Python Machine Learning and Language Models Tutorials
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Every day, I share tutorials and simplify complex topics around Python, Machine Learning & Language Models. Follow me → @Sumanth_077 to ensure you don't miss that. Like/RT the first tweet to support my work and help this reach more people.
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Flask endpoints for chatbot customization and message handling
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Add Flask-style endpoints and customize the bot by defining the chain. Below you can see two endpoints 1. To generate a Response for a Text – "send_message" 2. To give the full chat history – "transcript" Similarly add endpoints for your usecases. Server-side code: