نقشه راه AI Engineer

Step by step guide to becoming an AI Engineer in 2025

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Data ClassificationContinue learning with following relevant tracksFine-tuningBenefits of Pre-trained ModelsFull-StackScrimba is offering 20% off to roadmapusers on their AI Engineer course thatcovers this roadmap in depth. Check themout!GenerationOpen AI Modelskaar2.irInference SDKAzure AIImage GenerationPricing ConsiderationsAdding end-user IDs in promptsImplementing Multimodal AIAI vs AGIOpenAI ModelsIndexing EmbeddingsManual ImplementationAgents UsecasesBuilding AI AgentsAI Safety and EthicsScrimba - AI Engineer PathHugging Face ModelsManaging TokensWriting PromptsPopular Open Source ModelsRAGSupabaseBackendAI AgentsOpenSource AICohereAI AgentsAnomaly DetectionLlamaIndex for Multimodal AppsOpen-Source EmbeddingsTransformers.jsChat Completions APIPrompt EngineeringImplementing RAGReplicatePineconeMultimodal AI TasksOpenAI Vision APIPrompt Injection AttacksLlama IndexPre-trained ModelsPrompt EngineeringUsing Open Source ModelsModels on Hugging FaceChromaQdrantPricing ConsiderationsLangchainHugging Face ModelsSemantic SearchOpen AI Assistant APIToken CountingImage UnderstandingSafety Best PracticesText-to-SpeechRAG UsecasesWhat is an AI Engineer?EmbeddingPopular Vector DBs (pick one)Recommendation SystemsAnthropic's ClaudeIntroductionWhat are EmbeddingsAI EngineerMongoDB AtlasLangChain for Multimodal AppsSpeech-to-TextAI Engineer vs ML EngineerFAISSRoles and ResponsiblitiesInferenceOpen AI Embeddings APICut-off Dates / KnowledgeBias and FairnessOpenAI Moderation APIDALL-E APIVector DatabasesRAG & ImplementationOpenAI Assistant APIFrontendChunkingLimitations and ConsiderationsAudio ProcessingFinding Open Source ModelsMistral AIRELATED ROADMAPS› AI and Data Scientist Roadmap› Prompt Engineering› Data Analyst RoadampPrompt Engineering RoadmapOpen AI PlaygroundDevelopment ToolsRetrieval ProcessGoogle's GeminiAI & Data ScientistAWS SagemakerConstraining outputs and inputsWhisper APIEmbeddings & Vector DatabasesRAG AlternativeConducting adversarial testingImpact on Product DevelopmentRAG vs Fine-tuningRobust prompt engineeringMaximum TokensUnderstanding AI Safety IssuesOpen vs Closed Source ModelsLanceDBOllama ModelsOllamaUse Cases for EmbeddingsPrompt EngineeringMultimodal AI UsecasesOpenAI Functions / ToolsSecurity and Privacy ConcernsKnow your Customers / UsecasesCode Completion ToolsOllama SDKVector DatabasesVideo UnderstandingHugging FaceWays of Implementing RAGWeaviateReAct PromptingCapabilities / Context LengthMultimodal AIPurpose and FunctionalityLLMsOpen AI PlatformUsing Pre-trained ModelsUsing SDKs DirectlyAI Code EditorsPre-requisites (One of these)TrainingImplementing Vector SearchEmbeddingsOpen AI Embedding ModelsCommon TerminologyFind the detailed version of this roadmapalong with other similar roadmapsHugging Face TasksHugging Face HubPopular AI ModelsPerforming Similarity SearchOpenAI APISentence TransformersVector Database