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#Instruction-Tuning

Showing: 12 courses
Simons Institute

Defense Against Prompt Injection Attacks in LLM-Integrated Applications

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Explore effective strategies for securing LLM applications against prompt injection attacks through structured queries and specialized instruction tuning techniques.
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1 Lesons
43 minutes
On-Demand
Free-Video
AI Bites

Qwen 2.5 Coder: Building Coding Agents Through Reasoning and Code Generation

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Discover how Qwen2.5 Coder combines reasoning with code generation capabilities, exploring its architecture, training methodology, and performance metrics for building advanced coding agents.
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12 Lesons
16 minutes
On-Demand
Free-Video
Discover AI

Creating Instruction Datasets for LLM Fine-tuning - A Beginner's Guide

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Discover comprehensive strategies for creating instruction datasets and fine-tuning LLMs, from basic concepts to advanced techniques for both coders and non-coders in AI model development.
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10 Lesons
25 minutes
On-Demand
Free-Video
Discover AI

Performance Evaluation of Open-Source Instruction-Tuned Large Language Models

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Explore the latest performance benchmarks and evaluation methodologies for open-source instruction-tuned Large Language Models through comprehensive leaderboard comparisons.
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8 Lesons
26 minutes
On-Demand
Free-Video
Discover AI

WizardCoder 34B: Understanding Complex Fine-Tuning for Code Generation

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Delve into the advanced fine-tuning techniques behind WizardCoder-34B, exploring its performance improvements through complex instruction cascading and evolutionary approaches.
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11 Lesons
28 minutes
On-Demand
Free-Video
AI Bites

Orca LLM: Bridging the Gap Between ChatGPT and Open Source Models

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Explore how Orca LLM achieves ChatGPT-level reasoning capabilities with just 13B parameters through innovative explanation tuning and advanced training strategies.
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10 Lesons
12 minutes
On-Demand
Free-Video
AI Bites

LLaVA: Large Language and Vision Assistant - Understanding the First Instruction-Following Multimodal Model

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Discover how LLaVA pioneered instruction-tuned multimodal AI, combining language and vision capabilities to create a groundbreaking Large Multimodal Model for advanced visual understanding and interaction.
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1 Lesons
11 minutes
On-Demand
Free-Video
Discover AI

The ALPACA Code: Self-Instruct Fine-Tuning of Large Language Models

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Dive into the technical implementation of self-instruct fine-tuning for Large Language Models using ALPACA, covering synthetic dataset generation and parallel task optimization.
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1 Lesons
25 minutes
On-Demand
Free-Video
LLMOps Space

Fine-tuning LLMs with Hugging Face SFT and QLoRA - LLMOps Techniques

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Explore advanced LLM fine-tuning techniques, from specialized tuning to instruction enhancement. Learn dataset preparation, model optimization, and leverage powerful libraries for efficient fine-tuning and deployment.
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1 Lesons
54 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Prompt Engineering Techniques for Microsoft Phi3-mini 128k Instruct

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Explore prompt engineering techniques for Microsoft Phi3-mini 128k Instruct, including zero-shot, few-shot, CoT, and RAG approaches.
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1 Lesons
50 minutes
On-Demand
Free-Video
Snorkel AI

Why GenAI Needs Careful Training Data Management

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Explore the critical role of training data management in GenAI, including harmonization across stages and its impact on model effectiveness and safety in various domains and languages.
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1 Lesons
18 minutes
On-Demand
Free-Video
Snorkel AI

Fine-Tuning Large Language Models Faster Using Bonito for Task-Specific Training Data Generation

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Accelerate LLM fine-tuning with Bonito: Generate task-specific training data for faster instruction tuning and improved zero-shot task adaptation on specialized, private datasets.
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1 Lesons
47 minutes
On-Demand
Free-Video