Fast AI course- Lesson 0 - FAI0 30 implied HN points • 06 May 23 🕹 Technology Machine Learning Programming Blogging Debugging Forums Fast AI courses are great for learning computer science basics like programming and linear algebra Social pressure can be a helpful motivator to keep learning and progressing in courses Joining forums like Fast AI forums can provide valuable support and solutions when encountering difficulties
Federated Learning Not 101 - FL0 1 HN point • 11 May 23 🕹 Technology Machine Learning Privacy Model Evaluation Federated Learning is a decentralized form of machine learning that ensures privacy and data security. Federated Averaging is a technique used in Federated Learning to update global models with local changes. Federated Learning allows for on-device training while maintaining privacy and improving model performance.
Basics of Probability and Stats - The inequalities that lead to LLN and CLT - PS01 0 implied HN points • 09 May 23 🚌 Education Mathematics Statistics Machine Learning Artificial Intelligence Probability The Markov Inequality helps predict unlikely extreme events based on distribution info The Chebyshev Inequality shows that a small variance means a random variable is close to the mean The Weak Law of Large Numbers and Central Limit Theorem are essential for understanding probability and statistics in ML