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Semiconductor Manufacturing Starter: 1. Understand the fab flow: Wafer prep → lithography → etch → deposition → CMP → repeat → test 2. Learn key processes: What each step does and why it matters 3. Study yield metrics: Sort yield, final test yield, defect density, Cpk 4. Explore equipment: Major tool types and vendors 5. Practice SPC: Control charts, process capability, alarm response

Chip Design Starter: 1. Learn RTL basics: Verilog/VHDL syntax, basic constructs, simulation 2. Understand synthesis: RTL to gates, timing constraints, optimization 3. Study physical design: Floor planning, placement, routing, timing closure 4. Practice verification: Testbenches, assertions, coverage, debugging 5. Explore tools: Synopsys, Cadence, Mentor tool flows

AI/ML Starter: 1. Choose a framework: PyTorch (research) or TensorFlow (production) 2. Learn basics: Tensors, autograd, models, training loops, datasets 3. Build simple models: Linear regression, logistic regression, simple CNN 4. Study architectures: ResNet, BERT, GPT, understand why they work 5. Practice optimization: Hyperparameter tuning, regularization, data augmentation

CUDA/GPU Computing Starter: 1. Understand GPU architecture: Cores, memory hierarchy, execution model 2. Write first kernel: Simple parallel computation, memory transfers 3. Learn memory optimization: Coalescing, shared memory, bank conflicts 4. Study execution model: Threads, blocks, warps, occupancy 5. Profile and optimize: Nsight tools, identify bottlenecks, iterate

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