🚀 Welcome to Daoman Python AI Tutorial

We know that Python is more than just a language, it is the master key to the future technological world. After mastering the basics of Python, you will stand at a crossroads and start your career evolution. Whether you are a newbie in programming or a developer who wants to transition into the field of AI, there is a learning path suitable for you.

🧭 Core foundation: Python language expert

All great projects start with a solid foundation. This is the common starting point for all branches.

🐍 Python Core Basics

  • Foundation-building training: environment-setup, variable logic, function encapsulation and OOP.
  • Efficient tool: Master it skillfullyPipHigh-level features such as package management, decorators, and iterators.
  • Automation practice:
  • Office Automation: UtilizationPandasandOpenpyxlBatch process massive Excel reports.
  • System Automation: Write scripts to implement automatic server operation and maintenance and log analysis.

🌿 Career branch: choose your evolution direction

After mastering the basics, you can delve into the following professional fields according to your personal interests or market needs:

🌐 Branch 1: Modern Backend Development

Career goal: Python back-end engineer/architect/full stack development

  • Asynchronous Web Framework:
  • FastAPI: Learn a modern, high-performance framework based on Python type hints and master asynchronous programming (async/await）。
  • django/Flask: In-depth understanding of the ORM mechanism, middleware and RESTful API design specifications of classic frameworks.
  • Database and Cache Design:
  • relational-database: Performance optimization, index design and transaction isolation for MySQL/PostgreSQL.
  • High performance caching: Use Redis to implement distributed locks, hotspot data caching and message queues.
  • Middleware and Concurrency Processing:
  • Message Queue: UseCeleryorRabbitMQHandle time-consuming background asynchronous tasks (such as email sending, image recognition).
  • High concurrency solution: Nginx reverse proxy, Gunicorn load balancing and WebSocket real-time communication.
  • Cloud Native and Deployment:
  • Containerization: WritingDockerfile,useDocker ComposeAchieve one-click environment deployment.
  • CI/CD: Master the automated testing and pipeline release process.

🕸️ Branch 2: Advanced Data Collection & Web Reverse Engineering

Career goal: Crawler engineer/security analyst

  • Mass Fetch: FromRequestsstatically parsed toPlaywrightAsynchronous browser emulation.
  • Reversal Breaking: In-depth JS reverse engineering and crackingAES/RSAEncrypt, conquerOB ObfuscationRestore with AST.
  • [Practical Project]: Cracking the login protocol of a mainstream e-commerce platform to achieve structured storage of tens of millions of data.

👁️ Branch 3: Computer Vision (CV)

Career goal: CV algorithm engineer/autonomous driving development

  • Image Processing: Based onOpenCVFeature extraction, filtering and morphological transformation.
  • Deep Learning: From the ClassicsCNNMainstream by 2026Vision Transformer (ViT)architecture.
  • [Practical Project]: Intelligent face attendance system, combined with liveness detection, achieves extremely fast identity verification in 0.2 seconds.

🗣️ Branch 4: Natural Language Processing (NLP)

Career goal: NLP expert/translation system developer

  • Text Semantics: Word EmbeddingsWord2Vec, recurrent neural networkRNN/LSTM。
  • Attention Mechanism: In-depth AnalysisTransformerStructure, the soul of understanding modern AI.
  • [Practical Project]: Enterprise-level sentiment analysis engine to accurately identify social media public opinion trends.

🧠 Branch 5: Large Language Model (LLM) Application Development

Career goal: AI application architect/LLM tuning expert

  • Prompt Project: Master the advanced training skills of Chain of Thought (CoT) and Few-shot Prompt Words.
  • RAG architecture: Combined with vector database (Chroma/Milvus) to build enterprise private knowledge base.
  • Model fine-tuning: UseLoRARapid technology adaptationLlama-3orDeepSeekand other open source models.
  • [Practical Project]: Private AI knowledge base assistant, transforming tens of thousands of technical documents into "digital experts" with instant response.

🛠️ Start your journey

The world of Python is vast, and every branch breeds unlimited career possibilities. At daomanpy.com, we not only teach you to write code, but also teach you how to use AI to solve real-world problems.

Study Tips: First solidify Python Basics, and then choose a practical branch to study in depth based on your project interests.

💬 Learning Discussion Group

GPT Phase