diff --git a/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md index 2e29d0eaf..7a996e89b 100644 --- a/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md +++ b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md @@ -4,4 +4,4 @@ Sending end-user IDs in your requests can be a useful tool to help OpenAI monito Visit the following resources to learn more: -- [@official@Sending end-user IDs - OpenAi](https://platform.openai.com/docs/guides/safety-best-practices/end-user-ids) +- [@official@Sending End-user IDs - OpenAI](https://platform.openai.com/docs/guides/safety-best-practices/end-user-ids) diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md index 71af152ae..3ef296d67 100644 --- a/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md +++ b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md @@ -5,5 +5,5 @@ In AI engineering, "agents" refer to autonomous systems or components that can p Visit the following resources to learn more: - [@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/) -- [@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/) +- [@article@AI Agents and Their Types](https://play.ht/blog/ai-agents-use-cases/) - [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX) diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md index 5081d018e..833e71262 100644 --- a/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md +++ b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md @@ -5,5 +5,5 @@ In AI engineering, "agents" refer to autonomous systems or components that can p Visit the following resources to learn more: - [@article@Building an AI Agent Tutorial - LangChain](https://python.langchain.com/docs/tutorials/agents/) -- [@article@Ai agents and their types](https://play.ht/blog/ai-agents-use-cases/) +- [@article@AI agents and their types](https://play.ht/blog/ai-agents-use-cases/) - [@video@The Complete Guide to Building AI Agents for Beginners](https://youtu.be/MOyl58VF2ak?si=-QjRD_5y3iViprJX) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md b/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md index 342e95411..0accafe1c 100644 --- a/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md +++ b/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md @@ -4,5 +4,5 @@ Anthropic's Claude is an AI language model designed to facilitate safe and scala Learn more from the following resources: -- [@official@Claude Website](https://claude.ai) -- [@video@How To Use Claude Pro For Beginners](https://www.youtube.com/watch?v=J3X_JWQkvo8) \ No newline at end of file +- [@official@Claude](https://claude.ai) +- [@video@How To Use Claude Pro For Beginners](https://www.youtube.com/watch?v=J3X_JWQkvo8) diff --git a/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md b/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md index 44f97a68f..7be6c2613 100644 --- a/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md +++ b/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md @@ -4,5 +4,5 @@ Cohere is an AI platform that specializes in natural language processing (NLP) b Learn more from the following resources: -- [@official@Cohere Website](https://cohere.com/) +- [@official@Cohere](https://cohere.com/) - [@article@What Does Cohere Do?](https://medium.com/geekculture/what-does-cohere-do-cdadf6d70435) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md b/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md index 718dd6c34..11c899b0f 100644 --- a/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md +++ b/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md @@ -4,4 +4,5 @@ Once data is embedded, a classification algorithm, such as a neural network or a Learn more from the following resources: +- [@article@What Is Data Classification?](https://www.paloaltonetworks.com/cyberpedia/data-classification) - [@video@Text Embeddings, Classification, and Semantic Search (w/ Python Code)](https://www.youtube.com/watch?v=sNa_uiqSlJo) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md b/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md index 9bb555b6b..86d04bfbc 100644 --- a/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md +++ b/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md @@ -5,6 +5,6 @@ AI has given rise to a collection of AI powered development tools of various dif Learn more from the following resources: - [@official@v0 Website](https://v0.dev) -- [@official@Aider - AI Pair Programming in Terminal](https://github.com/Aider-AI/aider) +- [@official@Aider - AI Pair Programming in Terminal](https://aider.chat/) - [@official@Replit AI](https://replit.com/ai) - [@official@Pieces](https://pieces.app) diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md b/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md index 2477aea69..38828d2fc 100644 --- a/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md +++ b/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md @@ -4,6 +4,6 @@ Hugging Face is a leading AI company and open-source platform that provides tool Learn more from the following resources: -- [@official@Hugging Face Website](https://huggingface.co) +- [@official@Hugging Face](https://huggingface.co) - [@video@What is Hugging Face? - Machine Learning Hub Explained](https://www.youtube.com/watch?v=1AUjKfpRZVo) - [@course@Hugging Face Official Video Course](https://www.youtube.com/watch?v=00GKzGyWFEs&list=PLo2EIpI_JMQvWfQndUesu0nPBAtZ9gP1o) diff --git a/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md b/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md index 8a04a69c3..aab24f8f7 100644 --- a/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md +++ b/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md @@ -4,6 +4,6 @@ Image generation is a process in artificial intelligence where models create new Learn more from the following resources: -- [@official@DALL-E Website](https://openai.com/index/dall-e-2/) +- [@official@DALL-E](https://openai.com/index/dall-e-2/) - [@article@How DALL-E 2 Actually Works](https://www.assemblyai.com/blog/how-dall-e-2-actually-works/) - [@video@How AI Image Generators Work (Stable Diffusion / Dall-E)](https://www.youtube.com/watch?v=1CIpzeNxIhU) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md b/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md index b66821f06..ea06a7206 100644 --- a/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md +++ b/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md @@ -4,4 +4,4 @@ Multimodal AI enhances image understanding by integrating visual data with other Learn more from the following resources: -- [@article@Low or high fidelity image understanding - OpenAI](https://platform.openai.com/docs/guides/vision/low-or-high-fidelity-image-understanding) \ No newline at end of file +- [@article@Low or High Fidelity Image Understanding - OpenAI](https://platform.openai.com/docs/guides/vision/low-or-high-fidelity-image-understanding) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md b/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md index dfadc05c9..79a9b085d 100644 --- a/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md +++ b/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md @@ -4,5 +4,5 @@ LangChain is a framework designed to build applications that integrate multiple Learn more from the following resources: -- [@official@LangChain Website](https://www.langchain.com/) +- [@official@LangChain](https://www.langchain.com/) - [@video@Build a Multimodal GenAI App with LangChain and Gemini LLMs](https://www.youtube.com/watch?v=bToMzuiOMhg) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md b/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md index 1f44bc6b6..c417d9496 100644 --- a/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md +++ b/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md @@ -4,5 +4,5 @@ Mistral AI is a company focused on developing open-weight, large language models Learn more from the resources: -- [@official@Minstral AI Website](https://mistral.ai/) +- [@official@Mistral AI](https://mistral.ai/) - [@video@Mistral AI: The Gen AI Start-up you did not know existed](https://www.youtube.com/watch?v=vzrRGd18tAg) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md b/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md index 488f0d6d9..826d4eb98 100644 --- a/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md +++ b/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md @@ -4,5 +4,5 @@ Ollama is a platform that offers large language models (LLMs) designed to run lo Learn more from the following resources: -- [@official@Ollama Website](https://ollama.com/) +- [@official@Ollama](https://ollama.com/) - [@article@Ollama: Easily run LLMs locally](https://klu.ai/glossary/ollama) diff --git a/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md b/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md index f8debd838..6a755f030 100644 --- a/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md +++ b/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md @@ -1,3 +1,8 @@ # Open-Source Embeddings -Open-source embeddings are pre-trained vector representations of data, usually text, that are freely available for use and modification. These embeddings capture semantic meanings, making them useful for tasks like semantic search, text classification, and clustering. Examples include Word2Vec, GloVe, and FastText, which represent words as vectors based on their context in large corpora, and more advanced models like Sentence-BERT and CLIP that provide embeddings for sentences and images. Open-source embeddings allow developers to leverage pre-trained models without starting from scratch, enabling faster development and experimentation in natural language processing and other AI applications. \ No newline at end of file +Open-source embeddings are pre-trained vector representations of data, usually text, that are freely available for use and modification. These embeddings capture semantic meanings, making them useful for tasks like semantic search, text classification, and clustering. Examples include Word2Vec, GloVe, and FastText, which represent words as vectors based on their context in large corpora, and more advanced models like Sentence-BERT and CLIP that provide embeddings for sentences and images. Open-source embeddings allow developers to leverage pre-trained models without starting from scratch, enabling faster development and experimentation in natural language processing and other AI applications. + +Learn more from the following resources: + +- [@official@Embeddings](https://platform.openai.com/docs/guides/embeddings) +- [@article@A Guide to Open-Source Embedding Models](https://www.bentoml.com/blog/a-guide-to-open-source-embedding-models) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md b/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md index 912c5feff..d3ece72be 100644 --- a/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md +++ b/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md @@ -4,4 +4,4 @@ The OpenAI API provides access to powerful AI models like GPT, Codex, DALL-E, an Learn more from the following resources: -- [@official@Open AI API](https://openai.com/api/) +- [@official@OpenAI API](https://openai.com/api/) diff --git a/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md b/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md index a70242e99..cb570dab3 100644 --- a/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md +++ b/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md @@ -1,3 +1,7 @@ # Performing Similarity Search -In a similarity search, the process begins by converting the user’s query (such as a piece of text or an image) into an embedding—a vector representation that captures the query’s semantic meaning. This embedding is generated using a pre-trained model, such as BERT for text or a neural network for images. Once the query is converted into a vector, it is compared to the embeddings stored in the vector database. \ No newline at end of file +In a similarity search, the process begins by converting the user’s query (such as a piece of text or an image) into an embedding—a vector representation that captures the query’s semantic meaning. This embedding is generated using a pre-trained model, such as BERT for text or a neural network for images. Once the query is converted into a vector, it is compared to the embeddings stored in the vector database. + +Visit the following resources to learn more: + +- [@article@What is Similarity Search & How Does it work?](https://www.truefoundry.com/blog/similarity-search) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md b/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md index c5e18ac5d..70dfcf5c8 100644 --- a/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md +++ b/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md @@ -4,5 +4,5 @@ Open-source large language models (LLMs) are models whose source code and archit Learn more from the following resources: -- [@article@The best large language models (LLMs) in 2024](https://zapier.com/blog/best-llm/) +- [@article@The Best Large Language Models (LLMs) in 2024](https://zapier.com/blog/best-llm/) - [@article@8 Top Open-Source LLMs for 2024 and Their Uses](https://www.datacamp.com/blog/top-open-source-llms) diff --git a/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md b/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md index 8684a39f3..bf381af7a 100644 --- a/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md +++ b/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md @@ -2,4 +2,6 @@ The pricing for the OpenAI Embedding API is based on the number of tokens processed and the specific embedding model used. Costs are determined by the total tokens needed to generate embeddings, so longer texts will result in higher charges. To manage costs, developers can optimize by shortening inputs or batching requests. Additionally, selecting the right embedding model for your performance and budget requirements, along with monitoring token usage, can help control expenses. -- [@official@OpenAI API Pricing](https://openai.com/api/pricing/) \ No newline at end of file +Visit the following resources to learn more: + +- [@official@OpenAI Pricing](https://openai.com/api/pricing/) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md b/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md index e90c713f3..c4355a8e4 100644 --- a/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md +++ b/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md @@ -4,5 +4,5 @@ Prompt engineering is the process of crafting effective inputs (prompts) to guid Learn more from the following resources: -- [@roadmap@Visit DedicatedPrompt Engineering Roadmap](https://roadmap.sh/prompt-engineering) +- [@roadmap@Visit Dedicated Prompt Engineering Roadmap](https://roadmap.sh/prompt-engineering) - [@video@What is Prompt Engineering?](https://www.youtube.com/watch?v=nf1e-55KKbg) diff --git a/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md b/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md index 617e45e3a..1edf96666 100644 --- a/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md +++ b/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md @@ -5,4 +5,4 @@ Prompt injection attacks are a type of security vulnerability where malicious in Learn more from the following resources: - [@article@Prompt Injection in LLMs](https://www.promptingguide.ai/prompts/adversarial-prompting/prompt-injection) -- [@article@What is a prompt injection attack?](https://www.wiz.io/academy/prompt-injection-attack) \ No newline at end of file +- [@article@What is a Prompt Injection Attack?](https://www.wiz.io/academy/prompt-injection-attack) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md b/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md index 4a47a8d01..b84c38c05 100644 --- a/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md +++ b/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md @@ -4,6 +4,6 @@ Retrieval-Augmented Generation (RAG) is an AI approach that combines information Learn more from the following resources: -- [@article@What is Retrieval Augmented Generation (RAG)?](https://www.datacamp.com/blog/what-is-retrieval-augmented-generation-rag) -- [@article@What is Retrieval-Augmented Generation? Google](https://cloud.google.com/use-cases/retrieval-augmented-generation) -- [@video@What is Retrieval-Augmented Generation? IBM](https://www.youtube.com/watch?v=T-D1OfcDW1M) \ No newline at end of file +- [@article@What is Retrieval Augmented Generation (RAG)? - Datacamp](https://www.datacamp.com/blog/what-is-retrieval-augmented-generation-rag) +- [@article@What is Retrieval-Augmented Generation? - Google](https://cloud.google.com/use-cases/retrieval-augmented-generation) +- [@video@What is Retrieval-Augmented Generation? - IBM](https://www.youtube.com/watch?v=T-D1OfcDW1M) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md b/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md index 23ac1e5ff..6a9bc1ec6 100644 --- a/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md +++ b/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md @@ -4,5 +4,5 @@ In the context of embeddings, recommendation systems use vector representations Learn more from the following resources: -- [@article@What role does AI play in recommendation systems and engines?](https://www.algolia.com/blog/ai/what-role-does-ai-play-in-recommendation-systems-and-engines/) -- [@article@What is a recommendation engine?](https://www.ibm.com/think/topics/recommendation-engine) \ No newline at end of file +- [@article@What Role does AI Play in Recommendation Systems and Engines?](https://www.algolia.com/blog/ai/what-role-does-ai-play-in-recommendation-systems-and-engines/) +- [@article@What is a Recommendation Engine?](https://www.ibm.com/think/topics/recommendation-engine) diff --git a/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md b/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md index 5ba5f0df6..5f95c999f 100644 --- a/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md +++ b/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md @@ -4,5 +4,5 @@ Replicate is a platform that allows developers to run machine learning models in Learn more from the following resources: -- [@official@Replicate Website](https://replicate.com/) +- [@official@Replicate](https://replicate.com/) - [@video@Replicate.com Beginners Tutorial](https://www.youtube.com/watch?v=y0_GE5ErqY8) \ No newline at end of file diff --git a/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md b/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md index f9d915e5f..d241eea65 100644 --- a/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md +++ b/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md @@ -5,4 +5,4 @@ When implementing Retrieval-Augmented Generation (RAG), a vector database is use Learn more from the following resources: - [@article@How to Implement Graph RAG Using Knowledge Graphs and Vector Databases](https://towardsdatascience.com/how-to-implement-graph-rag-using-knowledge-graphs-and-vector-databases-60bb69a22759) -- [@article@Retrieval Augmented Generation (RAG) with vector databases: Expanding AI Capabilities](https://objectbox.io/retrieval-augmented-generation-rag-with-vector-databases-expanding-ai-capabilities/) +- [@article@Retrieval Augmented Generation (RAG) with Vector Databases: Expanding AI Capabilities](https://objectbox.io/retrieval-augmented-generation-rag-with-vector-databases-expanding-ai-capabilities/) diff --git a/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md index 90a60536b..90a559afa 100644 --- a/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md +++ b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md @@ -5,5 +5,5 @@ AI engineers are professionals who specialize in designing, developing, and impl Visit the following resources to learn more: - [@article@How to Become an AI Engineer: Duties, Skills, and Salary](https://www.simplilearn.com/tutorials/artificial-intelligence-tutorial/how-to-become-an-ai-engineer) -- [@article@AI engineers: What they do and how to become one](https://www.techtarget.com/whatis/feature/How-to-become-an-artificial-intelligence-engineer) +- [@article@AI Engineers: What they do and how to become one](https://www.techtarget.com/whatis/feature/How-to-become-an-artificial-intelligence-engineer) - [@course@AI For Everyone](https://www.coursera.org/learn/ai-for-everyone) diff --git a/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md b/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md index 637429aeb..0a1691183 100644 --- a/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md +++ b/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md @@ -5,5 +5,5 @@ Prompts for the OpenAI API are carefully crafted inputs designed to guide the la Learn more from the following resources: - [@roadmap@Visit Dedicated Prompt Engineering Roadmap](https://roadmap.sh/prompt-engineering) -- [@article@How to write AI prompts](https://www.descript.com/blog/article/how-to-write-ai-prompts) +- [@article@How to Write AI prompts](https://www.descript.com/blog/article/how-to-write-ai-prompts) - [@article@Prompt Engineering Guide](https://www.promptingguide.ai/)