Tech Insights

fine-tuning

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What is fine-tuning?

Fine-tuning is a transfer learning technique in machine learning where a pre-trained model (trained on a large dataset) is further trained on a smaller, task-specific dataset. This allows the model to adapt its pre-existing knowledge to the new task, often resulting in improved performance compared to training a model from scratch. It's commonly used in natural language processing, computer vision, and other areas where large pre-trained models are available.

What other technologies are related to fine-tuning?

fine-tuning Competitor Technologies

Llama2 is a specific LLM that competes with other LLMs as a base model for fine-tuning and deployment.
mentioned alongside fine-tuning in 4% (61) of relevant job posts
OpenAI provides LLMs and related services that compete with other offerings in the same space.
mentioned alongside fine-tuning in 1% (162) of relevant job posts
BERT is a specific LLM architecture that competes with other LLM architectures.
mentioned alongside fine-tuning in 1% (70) of relevant job posts
AWS Bedrock provides access to various LLMs and competes with other platforms offering similar services.
mentioned alongside fine-tuning in 1% (57) of relevant job posts
GPT is a specific LLM architecture that competes with other LLM architectures.
mentioned alongside fine-tuning in 1% (66) of relevant job posts

fine-tuning Complementary Technologies

Prompting is a crucial technique for interacting with and guiding LLMs to produce desired outputs, enhancing their capabilities.
mentioned alongside fine-tuning in 37% (87) of relevant job posts
Retrieval-Augmented Generation (RAG) enhances LLMs by grounding them in external knowledge, improving accuracy and relevance.
mentioned alongside fine-tuning in 6% (535) of relevant job posts
Prompt engineering is the art and science of crafting effective prompts to elicit desired behaviors from LLMs.
mentioned alongside fine-tuning in 7% (378) of relevant job posts

Which job functions mention fine-tuning?

Job function
Jobs mentioning fine-tuning
Orgs mentioning fine-tuning
Data, Analytics & Machine Learning

Which organizations are mentioning fine-tuning?

Organization
Industry
Matching Teams
Matching People
fine-tuning
Microsoft
Scientific and Technical Services
fine-tuning
Dell Technologies
Scientific and Technical Services
fine-tuning
Google
Scientific and Technical Services

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