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Deep Learning

DL1943 Cheatsheet: DL/AI/ML Research, Engineering, Optimization & System Design

Jazyk AngličtinaAngličtina
Kniha Brožovaná
Kniha Deep Learning Chen Hui Fang
Libristo kód: 50734814
Nakladatelství Independently published, únor 2025
This book "Deep Learning: DL1943 Cheatsheet: DL/AI/ML Research, Engineering, Optimization & System D... Celý popis
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This book "Deep Learning: DL1943 Cheatsheet: DL/AI/ML Research, Engineering, Optimization & System Design" is the only book you need to master Deep Learning (DL) concepts. The focus is on practical research and engineering ideas.

This is a cheatsheet just like distilled datasets.
You do not need to read 1000s of pages. Just 150 pages is enough to revise the cutting-edge Deep Learning engineering and research ideas.

This book include:

  • Chapters covering all core concepts in DL research, engineering and optimization including:
    • Basic concepts like Perceptron, Gradient Descent
    • All basic terms like epoch, topK and basic ops like MaxPool
    • Concepts to run algorithms in parallel in GPU and CPU
    • Core techniques like INT8 Quantization
    • Deep Learning System Design (with examples)
    • Numerical Analysis concepts like INT32 IEEE754, emulating FP64 using FP32.
    • Model architectures from MLP to CNN to LLM.
    • Optimization techniques across:
      • Assembly instructions like AVX512 VNNI
      • Algorithmic optimizations for DL operations like MatMul
      • Graph level operations
    • and much more.
  • Each chapter is a CHEATSHEET. It includes to-the-point explanation and relevant code snippets.
  • Each concept can be covered quickly in at most 4 minutes.
  • Over 350 DL/AI concepts have been covered.

With this, you will be able to crack any Deep Learning Coding Interview easily.

After reading this book, you will:
  • Master Deep Learning/ Artificial Intelligence.
  • Clear interviews for full-time positions at high-tech companies. Good enough for:
    • Software Engineer 2/3, Machine Learning or Senior Software Engineer, AI/ML GenAI or ML Analyst at Google (L3/L4/L5)
    • Software Engineer, Machine Learning (E4/E5/E6) at Meta
    • Senior Deep Learning Systems Software Engineer - AI or AI Developer Technology Engineer at NVIDIA
    • Kernel Software Engineer - AI/ML GPU or Senior Machine Learning Software Engineer at AMD
    • Lead Engineer, Senior-C/C++, machine learning at Qualcomm
    • Machine Learning Engineer at Microsoft (Level 60 to 66)
    • And much more.

This book is for:
  • Students and developers preparing for Coding Interviews specifically for Machine Learning/Deep Learning/GenAI positions.
  • Experienced developers who wanted to revise their Deep Learning skills.
  • Students who need a coding sheet to revise DL/AI/ML topics quickly.

Get started with this book and change the equation of your career.

Book: Deep Learning: DL1943 Cheatsheet: DL/AI/ML Research, Engineering, Optimization & System Design
Authors (2): Calder Reed, Chen Hui Fang
Published: February 2025 (Edition 1)

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Informace o knize

Plný název Deep Learning
Jazyk Angličtina
Vazba Kniha - Brožovaná
Datum vydání 2025
Počet stran 150
EAN 9798310930803
Libristo kód 50734814
Nakladatelství Independently published
Váha 274
Rozměry 178 x 254 x 8
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