External Course
Monte Carlo Statistical Methods
DSA ADS Course - 2022
Discuss:
• Statistical Models
• Likelihood Models
• Bayesian Models
• Deterministic Numerical Models
• Simulation vs. Numerical Methods
Data versus Science: Contesting the Soul of Data-Science
Theory of Baum-Welch Algorithm and Hidden Markov Models
Data Science is NOT Statistics
The Seven Tools of Causal Inference, with Reflections on Machine Learning
DSA ADS Course - 2021
Causality, Causal Reasoning, Causal Inference, Machine Learning, Algorithms
Discuss causality and machine learning - contrast with statistical correlations.
The Seven Tools of Causal Inference, with Reflections on Machine Learning - March, 2019 By Judea Pearl
Real-Time Big Data Analytics with Storm
Collective Intelligence for Data Center Operations Management
Accelerating Compute-Intensive Applications with GPUs and FPGAs
DSA ADS Course - 2022
Discuss GPUs and FPGAs. List trade-offs as well as pros and cons of both - and discuss different applications to select best special purpose processor. Discuss future special purpose processors and likely technology innovations for special purpose processors in short, medium and long terms.
Discuss potential system architecture paradigm shifts.
Abstract