SkillAI · The Beam
Intelligent Agent Development
0/27 concepts·~11 h left
1
Phase 010/3 · ~1.5 h left
Fundamentals of Programming
Learn Python or JavaScript25 min
Understand basic data structures (lists, dictionaries, sets)25 min
Familiarize with control structures (loops, conditionals)25 min
2
Phase 020/3 · ~1.5 h left
Mathematics for AI
Linear Algebra (vectors, matrices, operations)25 min
Calculus (derivatives, integrals, optimization)25 min
Probability and Statistics (distributions, statistical tests)25 min
3
Phase 030/3 · ~1.5 h left
Introduction to Machine Learning
Understand supervised vs unsupervised learning25 min
Learn about common algorithms (linear regression, decision trees)25 min
Familiarize with model evaluation metrics (accuracy, precision, recall)25 min
4
Phase 040/3 · ~1.5 h left
Deep Learning Basics
Understand neural networks and their architecture25 min
Learn about activation functions (ReLU, sigmoid)25 min
Familiarize with training techniques (backpropagation, gradient descent)25 min
5
Phase 050/3 · ~1.5 h left
Reinforcement Learning
Understand the concept of agents, environments, and rewards25 min
Learn about Q-learning and policy gradients25 min
Familiarize with exploration vs exploitation trade-off25 min
6
Phase 060/3 · ~1.5 h left
AI Agents Design
Learn about multi-agent systems25 min
Understand agent architectures (reactive, deliberative, hybrid)25 min
Familiarize with communication protocols between agents25 min
7
Phase 070/3 · ~1.5 h left
Advanced Topics in AI Agents
Explore deep reinforcement learning25 min
Learn about transfer learning in agents25 min
Understand ethical considerations in AI agents25 min
8
Phase 080/3 · ~1.5 h left
Practical Implementation
Build simple AI agents using libraries (OpenAI Gym, TensorFlow)25 min
Participate in AI competitions (Kaggle, Codalab)25 min
Contribute to open-source AI projects25 min
9
Phase 090/3 · ~1.5 h left
Continuous Learning and Community Engagement
Follow AI research papers and journals25 min
Join AI and machine learning communities (meetups, forums)25 min
Attend workshops and conferences25 min
