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Hardware and Systems Engineering Design
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Theories & Concepts
Scalar vs. Vector Value
Positive vs. Negative Feedback
System Response & Stability
Dot Product vs Cross Product
Transformer Dot Convention
Maxwell Equation Teardown
Proximity Effect
Skin Effect
Fourier Transform vs. Lapace Transform
Linear Time Invariant System
Linearity vs. Flatness
Lorentz force
Lenz's Law
Hysteresis
Negative Resistance
Grounding
I/V Curve
Regulated vs Unregulated Output
Common Mode vs Differential Mode Signals
Transmission Line Effect
Transformer vs. Coupled Inductor
Independent and Identically Distributed Random Variables (i.i.d)
Signal Processing
Signal Analysis and Synthesis
Fourier Transform
Short Time Fourier Transform
FIR vs IIR Digital Filter
Cross-Correlation vs Auto-Correlation
Adaptive Filtering
Empirical Mode Decomposition
Basic Vector Space in Signal Processing
Time-Frequency Plot: Spectogram
Foundation of the Study of Linear Algebra and Functional Analysis
Essential Probability and Statistics
Set Theory
Linear and Nonlinear Spaces
Optimization- Primal and Dual
Vector Space Signal Processing
Machine Learning and Data Science
Maximum Likelihood Estimation (MLE)
Discriminative vs Generative Model
Convexity
Optmization
Linear Regression
Least Square
Design Fundamentals
EE Basics
Noise & Interference
Passives
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Transistors
Analog Circuits
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Memory Management and System Start-up
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