نقشه راه جدید
عنوان
توضیحات
موضوع اصلی
انتخاب موضوع اصلی
دستهبندیها
در حال بارگذاری...
ساخت نقشه راه
انصراف
LOGO
افزودن نقشه راه
نقشه راه
محتواها
مدیا
ورود
در حال بارگذاری...
Roadmaps
AI Engineer
AI Engineer
Step by step guide to becoming an AI Engineer in 2025
roadmap.sh
Prompt Engineering
AI Engineer
Development Tools
Backend
Full-Stack
Impact on Product Development
Token Counting
Managing Tokens
Maximum Tokens
Pricing Considerations
Prompt Engineering Roadmap
Robust prompt engineering
Pre-requisites (One of these)
Scrimba is offering 20% off to roadmap
users on their AI Engineer course that
covers this roadmap in depth. Check them
out!
Introduction
What is an AI Engineer?
AI Engineer vs ML Engineer
LLMs
Inference
Training
Embeddings
Vector Databases
RAG
Prompt Engineering
AI Agents
AI vs AGI
Common Terminology
Find the detailed version of this
roadmap along with other similar
roadmaps
roadmap.sh
Frontend
Roles and Responsiblities
Using Pre-trained Models
Pre-trained Models
Benefits of Pre-trained Models
Limitations and Considerations
Popular AI Models
Open AI Models
Capabilities / Context Length
Cut-off Dates / Knowledge
Anthropic's Claude
Google's Gemini
Azure AI
AWS Sagemaker
Hugging Face Models
Mistral AI
Cohere
OpenAI Models
Open AI Platform
OpenAI API
Chat Completions API
Writing Prompts
Open AI Playground
Fine-tuning
AI Safety and Ethics
Understanding AI Safety Issues
Prompt Injection Attacks
Bias and Fairness
Security and Privacy Concerns
Conducting adversarial testing
OpenAI Moderation API
Adding end-user IDs in prompts
Know your Customers / Usecases
Constraining outputs and inputs
Safety Best Practices
OpenSource AI
Open vs Closed Source Models
Popular Open Source Models
Hugging Face
Hugging Face Hub
Hugging Face Tasks
Finding Open Source Models
Using Open Source Models
Inference SDK
Transformers.js
Ollama
Ollama Models
Ollama SDK
What are Embeddings
Semantic Search
Recommendation Systems
Anomaly Detection
Data Classification
Embeddings & Vector Databases
Use Cases for Embeddings
Open AI Embeddings API
Open AI Embedding Models
Pricing Considerations
Open-Source Embeddings
Sentence Transformers
Models on Hugging Face
Vector Databases
Purpose and Functionality
Chroma
Pinecone
Weaviate
FAISS
LanceDB
Qdrant
Supabase
MongoDB Atlas
Popular Vector DBs (pick one)
OpenAI Assistant API
Indexing Embeddings
Performing Similarity Search
Implementing Vector Search
RAG & Implementation
RAG Usecases
RAG vs Fine-tuning
Chunking
Embedding
Vector Database
Retrieval Process
Generation
Implementing RAG
Ways of Implementing RAG
Using SDKs Directly
Langchain
Llama Index
Building AI Agents
Open AI Assistant API
Replicate
AI Agents
RAG Alternative
Agents Usecases
Prompt Engineering
ReAct Prompting
Manual Implementation
OpenAI Functions / Tools
Multimodal AI Tasks
Multimodal AI
Multimodal AI Usecases
Image Understanding
Image Generation
Video Understanding
Audio Processing
Text-to-Speech
Speech-to-Text
OpenAI Vision API
DALL-E API
Whisper API
Hugging Face Models
LangChain for Multimodal Apps
LlamaIndex for Multimodal Apps
Implementing Multimodal AI
Continue learning with following relevant tracks
AI & Data Scientist
AI Code Editors
Code Completion Tools
Scrimba - AI Engineer Path
RELATED ROADMAPS
› AI and Data Scientist Roadmap
› Prompt Engineering
› Data Analyst Roadamp
Subtopic
No description available.
Close