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Ahmed Thahir

Performance Optimization

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Ahmed Thahir

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1 Core
1 Core
- Bio Lab
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2 Core
2 Core
- Data Structures & Algorithms
  Data Structures & Algorithms
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    00 Practice Lab
    
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    10 DFS
- Database Systems
  Database Systems
  - 01 Theory
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  - 07 Relational Model
  - 08 Relational Algebra
  - 09 Relational Calculus
  - 10 Functions, Triggers
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    Practicals
    
    00 Intro
    
    01
    
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    03
    
    04
    
    05
    
    06
    
    07
    
    08
    
    09
- Digital Design
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- Discrete Structures
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- Logic in CS
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- Math 3
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- MicroProcessors & Interfacing
  MicroProcessors & Interfacing
  - 01 Intro
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  - 03 Assembly Programs
  - 04 String Instructions
  - 05 More Instructions
  - 06 Jumps, Loops
  - 07 Stacks
  - 08 Subroutines
  - 09 Hardware
  - 10 Pin Out Address
  - 11 Pin Out Control Data
  - 12 Pin Out System
  - 13 Machine Cycles
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  - Practicals
    
    Practicals
    
    01
    
    02
    
    03
    
    04
    
    05
    
    06
    
    07
    
    08
- Object Oriented Programming
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3 Core
3 Core
- Compiler Contruction
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  - 01 Intro
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  - 09 Cache Optimization
  - Lab
    Lab
    
    00 Setup
    
    01
    
    02
    
    07 Procedures
    
    08 Procedures 2
    
    09 Floating Point
- Computer Networks
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- Design & Analysis of Algorithms
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- Immunology
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CS Electives
CS Electives
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- AI
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- Cloud Computing
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HSS Electives
HSS Electives
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  - 01 Intro
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  - Project
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    Report on 'The Uncontrolled Rise of China'
    
    Presentation
- Politics
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Management
Management
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  - 01 Introduction
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- Business Analytics
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  - 02 Management Consulting
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- Lean
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- MBFM
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- Management
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- New Venture Creation
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- Operations and Revenue Optimization
  Operations and Revenue Optimization
  - 01 Introduction
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- Risk Management
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  - 99 Risk Neutral Valuation
- Risk and Decision Analysis
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- SAPM
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Masters
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Math Electives
Math Electives
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Mech
Mech
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Misc
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School
School
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  - 01 Trignometric
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Tools
Tools
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- AI & Data
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  - Model Specification
  - Facebook Prophet
    
    Facebook Prophet
  - IBIS
    
    IBIS
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    Lux
  - MLFlow
    
    MLFlow
  - Marimo
    
    Marimo
  - Numpy
    
    Numpy
    
    01
  - ONNX
    
    ONNX
  - OpenCV
    
    OpenCV
  - Pandas
    
    Pandas
    
    IDK
    
    02
  - Polars
    
    Polars
    
    Introduction
  - PyTorch
    
    PyTorch
    
    Introduction
    
    Basic Model
    
    Architectures
    
    Advanced
    
    Performance Optimization
  - Scipy
    
    Scipy
    
    01
    
    Regression
    
    Jax
  - Sklearn
    
    Sklearn
    
    01 IDK
    
    01 Performance Optimization
    
    Custom
    
    KNN
    
    Persistence
    
    Clustering
    
    Boosted Trees
    
    Feature Selection
    
    Model Selection
    
    Untitled
  - Sktime
    
    Sktime
    
    Introduction
  - StatsModels
    
    StatsModels
    
    Introduction
  - Streamlit
    
    Streamlit
  - Sympy
    
    Sympy
  - Tensorflow
    
    Tensorflow
    
    TensorFlow
    
    TensorFlow Lite
    
    TensorFlow Lite Micro
  - Httpx
    
    Httpx
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    Pywav
- API
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    FastAPI
  - Flask
    
    Flask
  - Robyn
    
    Robyn
- App Dev
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  - Streamlit
    
    Streamlit
    
    Introduction
    
    Standalone
  - Nicegui
    
    Nicegui
- Apps
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  - Plugins
  - Mermaidjs update
- Blender
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- Causal Discovery
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  - GCastle
    
    GCastle
    
    Introduction
- Data Visualization
  Data Visualization
  - Matplotlib
    
    Matplotlib
    
    01
  - Networks
    Networks
    
    Networkx
    
    Networkx
    
    PyVis
    
    PyVis
  - Plotly
    
    Plotly
    
    01
  - Tableau
    
    Tableau
    
    01
- Databases
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  - DuckDB
    
    DuckDB
- DevOps
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    AWS
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    Azure
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    CML
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    Docker
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    Git
    
    Basics
    
    CI/CD
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    Unit Testing
- Documentation
  Documentation
  - Latex
    
    Latex
  - Markdown
    
    Markdown
  - Mermaidjs
    
    Mermaidjs
  - Quarto
    
    Quarto
- FEA
  FEA
  - Abaqus
    
    Abaqus
    
    Introduction
    
    Python Scripting
    
    03 IDK
- Google Sheets
  Google Sheets
- IoT
  IoT
  - Arduino
    
    Arduino
    
    Basics
    
    WiFi Connectivity
    
    ArduinoUniqueID Library
    
    ArduinoUniqueID Library
  - RaspberryPi
    
    RaspberryPi
- NLP
  NLP
  - Spacy
    
    Spacy
- PowerPlatform
  PowerPlatform
  - PowerApps
    
    PowerApps
    
    Basics
    
    01 Getting Data
    
    02 Displaying Data
    
    Forms
    
    Patching
    
    Performance
    
    Miscellaneous
  - PowerAutomate
    
    PowerAutomate
    
    01
  - PowerBi
    
    PowerBi
    
    01
  - SharePoint
    
    SharePoint
- Presentation
  Presentation
  - Pandoc
  - Pandoc Beamer
- Programming Languages
  Programming Languages
  - PHP
  - Python
    
    Python
    
    Python
    
    Creating Packages
    
    Concurrency
- PyPSA
  PyPSA
- Video
  Video
  - Manim
    
    Manim
  - OBS Studio
    
    OBS Studio
    
    01
  - Auto editor
    
    Auto editor
  - Ffmpeg
    
    Ffmpeg
- Web Dev
  Web Dev
  - HTML
    
    HTML
  - MERN
    
    MERN
    
    MongoDB
    
    MongoDB
    
    Node
    
    Node
    
    Node Express
    
    Node Express
    
    React
    
    React
    
    Million

Performance Optimization¶

Subsample
Multi-Threading
Caching
Partial fit

2024-05-12

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