Learning Path
အခြေခံအဆင့်မှ စတင်၍ advanced အထိ — စနစ်တကျ စီစဉ်ထားသော သင်ယူမှုလမ်းကြောင်း။ Term တစ်ခုချင်းစီက နောက် term အတွက် အုတ်မြစ်ဖြစ်စေရန် စီစဉ်ထားသည်။
Beginner
အခြေခံ18 termsConcepts, intuition and the big picture
Prereq: Artificial Intelligence
Prereq: Machine Learning
Prereq: Artificial Intelligence, Machine Learning
Prereq: Supervised Learning
Prereq: Artificial Intelligence, Machine Learning
Prereq: Artificial Intelligence
Prereq: Linear Regression, Supervised Learning
Prereq: Supervised Learning
Prereq: Artificial Intelligence, Neural Network
Prereq: Unsupervised Learning
Prereq: Artificial Intelligence, Machine Learning
Prereq: Computer Vision, Convolutional Neural Network
Prereq: Natural Language Processing, Tokenization
Prereq: Natural Language Processing
Prereq: Machine Learning
Prereq: Machine Learning, Loss Function
Intermediate
အလယ်အလတ်28 termsArchitectures, training dynamics and hands-on code
Prereq: Machine Learning, Loss Function
Prereq: Large Language Model
Prereq: Machine Learning, Neural Network, Activation Function
Prereq: Prompt Engineering, In-Context Learning
Prereq: Neural Network
Prereq: Supervised Learning
Prereq: Tokenization, Large Language Model
Prereq: Neural Network, Gradient Descent
Prereq: Decision Tree
Prereq: Convolutional Neural Network
Prereq: Large Language Model
Prereq: Embedding, Backpropagation
Prereq: Decision Tree, Ensemble Learning
Prereq: Computer Vision
Prereq: Deep Learning
Prereq: Decision Tree, Ensemble Learning
Prereq: Deep Learning
Prereq: Unsupervised Learning
Prereq: Attention Mechanism, Embedding
Prereq: Recurrent Neural Network
Prereq: Transformer, Attention Mechanism
Prereq: Machine Learning
Prereq: Neural Network, Overfitting
Prereq: Large Language Model
Prereq: Neural Network
Prereq: Deep Learning
Prereq: Machine Learning
Prereq: Gradient Descent
Advanced
အဆင့်မြင့်54 termsFrontier techniques, systems design and production ML
Prereq: Large Language Model
Prereq: Computer Vision, Convolutional Neural Network
Prereq: Generative AI, Neural Network
Prereq: Generative AI
Prereq: Large Language Model, Embedding, Vector Database
Prereq: Machine Learning, Computer Vision, Overfitting
Prereq: Machine Learning, Model Evaluation
Prereq: MLOps, Machine Learning
Prereq: Embedding
Prereq: Machine Learning, Supervised Learning
Prereq: Machine Learning
Prereq: Deep Learning, Neural Network, Loss Function
Prereq: Embedding
Prereq: Large Language Model
Prereq: Fine-Tuning
Prereq: Model Deployment
Prereq: AI Agent
Prereq: Prompt Engineering
Prereq: AI Agent
Prereq: AI Agent
Prereq: Prompt Injection
Prereq: AI Agent
Prereq: AI Agent
Prereq: AI Agent
Prereq: AI Agent
Prereq: Model Evaluation
Prereq: Overfitting, Loss Function
Prereq: Model Evaluation, Supervised Learning
Prereq: Machine Learning, Cross-Validation
Prereq: Supervised Learning
Prereq: Neural Network
Prereq: Object Detection, Computer Vision
Prereq: Object Detection, Computer Vision
Prereq: Transformer, Attention Mechanism
Prereq: Prompt Engineering, Large Language Model
Prereq: Prompt Engineering, Large Language Model
Prereq: Reinforcement Learning, Large Language Model
Prereq: Embedding
Prereq: Embedding, Vector Database
Prereq: Retrieval-Augmented Generation
Prereq: AI Agent, Tool Calling
Prereq: MLOps, Model Deployment
Prereq: Model Monitoring, MLOps
Prereq: Feature Engineering, MLOps
Prereq: MLOps, Model Deployment
Prereq: Hyperparameter Tuning, MLOps
Prereq: Model Deployment, Model Evaluation
Prereq: Chain-of-Thought (CoT), Large Language Model
Prereq: Transformer, Deep Learning
Prereq: RLHF, Fine-Tuning
Prereq: RLHF
Prereq: Attention Mechanism, Transformer
Prereq: Large Language Model
Prereq: Prompt Engineering, Large Language Model
