读书规划

阅读顺序

当前两个月优先顺序

1. Python for Engineers and Scientists: Concepts and Applications
2. Linear Algebra Done Right
3. Mathematical Methods for Physicists: A Comprehensive Guide
4. An Introduction to Probability Theory and Its Applications, Volume I
5. 机器学习
6. Deep Learning
7. Pattern Recognition and Machine Learning

AI 论文阅读顺序

1. Adam: A Method for Stochastic Optimization
2. Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
3. Deep Residual Learning for Image Recognition
4. mixup: Beyond Empirical Risk Minimization
5. Attention Is All You Need
6. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
7. Language Models are Few-Shot Learners
8. LLaMA: Open and Efficient Foundation Language Models
9. LoRA: Low-Rank Adaptation of Large Language Models
10. QLoRA: Efficient Finetuning of Quantized LLMs
11. Training language models to follow instructions with human feedback
12. Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
13. An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
14. Learning Transferable Visual Models From Natural Language Supervision
15. Denoising Diffusion Probabilistic Models

物理主线顺序

1. Introduction to Quantum Mechanics
2. Principles of Quantum Mechanics
3. Modern Quantum Mechanics
4. Modern Electrodynamics
5. Thermodynamics and an Introduction to Thermostatistics
6. Statistical Mechanics
7. Spacetime and Geometry: An Introduction to General Relativity
8. Quantum Field Theory in a Nutshell
9. Quantum Field Theory
10. Group Theory and Physics

物理直觉与工具书穿插顺序

1. 量纲理论与应用
2. 定性与半定量物理学
3. Fly by Night Physics: How Physicists Use the Backs of Envelopes
4. Mathematica for Physics

总体顺序一句话版

Python 和线代先补齐，然后读数学物理方法与概率论；AI 方向按“周志华 -> Goodfellow -> Bishop -> 论文 -> 实验”推进；物理方向按“量子 -> 电动力学 -> 热统 -> 相对论 -> 场论 -> 群论”推进。