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33 Recommender Systems
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Uni Notes
Uni Notes
Uni Notes
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1 Core
1 Core
Bio Lab
Bio Lab
Exp 01
Exp 02
Exp 03
Exp 04
Exp 05
Exp 06
Exp 07
Exp 08
Exp 09
Exp 10
Chem Lab
Chem Lab
Exp 01
Exp 02
Exp 03
Computer Programming
Computer Programming
01 Intro
02 Flow Control
03 Loops
04 Arrays
05 Pointers
Electrical Science
Electrical Science
Introduction
Engineering Graphics
Engineering Graphics
General Biology
General Biology
01 Getting introduced to biology and its scope
02 Components of the Cell and its Internal Working
03 Genetic Regulation and the Process of Cloning
General Chemistry
General Chemistry
01 In Organic
02 Organic
03 Physical
Math 1
Math 1
01 Polar Coordinates and Conic Sections
02 Limits and Continuity
03 Vector Calculus
04 Partial Derivatives
05 Multiple Integrals
06 Vector Integrals
07 Infinite Series
Math 2
Math 2
01 System of Linear Equations
02 Vector Spaces
03 Linear Dependence, Span, Basis
04 Linear Transformations
05 Eigen Values, Vectors
06 Intro to Complex Calculus
07 Complex Regions
08 Elementary, Exponential Functions
09 Complex Integrals
Physics Lab
Physics Lab
Probability & Statistics
Probability & Statistics
Introduction
02 Bayes Theorem
Random Variables
03 Discrete Random Variables
Continuous Random Variable
05 Joint Distributions
Sampling
Testing of Hypothesis
Regression
Distribution Tests
Comparing Samples
Technical Report Writing
Technical Report Writing
Part - A
Part - B
Sample Report and Slides
Thermodynamics
Thermodynamics
01 Intro
02 Pure Substances, Ideal Gases
03 Heat and Work
04 Closed Systems
05 Control Volume
06 2nd Law
Workshop
Workshop
Lab
Lecture
2 Core
2 Core
Data Structures & Algorithms
Data Structures & Algorithms
01 Algorithms
02 Data Structures
03 Stacks
04 Queues
05 Lists
06 Searching
07 Sorting
08 Hashing
09 Collision Handling
10 Trees
11 Binary Trees
12 Heap
13 Graphs
14 Tries
15 AVL
16 B Tree
Tensors
Practicals
Practicals
00 Practice Lab
01 Stacks
02 Circular Queues
03 DLL
04 Search
05 Merge Sort
06 Hashing
07 BST
08 Heaps
09 Heap Sort
10 DFS
Database Systems
Database Systems
01 Theory
02 ER
03 SQL
04 SQL Select
05 Intermediary
06 Miscelaneous SQL
07 Relational Model
08 Relational Algebra
09 Relational Calculus
10 Functions, Triggers
11 Database Design
12 Indexing
13 Transactions
Practicals
Practicals
00 Intro
01
02
03
04
05
06
07
08
09
Digital Design
Digital Design
01 Intro
02 Gates
03 Number Systems
04 Codes
05 Boolean
06 Digital Circuits
07 AdderSubtractor
08 Comparator
09 DecoderEncoder
10 MuxDemux
11 Latches
12 FlipFlops
13 FSM
14 Registers
15 Counters
16 Memory
Discrete Structures
Discrete Structures
01 Sets and Relations
02 Digraph
03 Ordering Relations
04 Graphs
05 Trees
06 Planar Graphs
08 Pigeon Hole
09 Inclusion Exclusion
11 Groups
Logic in CS
Logic in CS
01 Propositional Logic
02 Predicate Logic
03 Temporal Logic
04 Program Verification
05 Modal Logic
Math 3
Math 3
01 Intro
02 Exact DE
03 Inexact DE
04 Linear DE
05 Reduction of Order
06 2nd Order DE
07 Known Soln
08 Constant Coefficient
09 Euler
10 Higher Order Constant Coefficient
11 Undetermined Coefficients
12 Variation of Parameter
13 Operator Method
14 Laplace
15 Laplace Derivatives, Integrals
16 Convolution
Fourier Series
18 Application of Fourier Series
19 Power Series
20 Hyper Geometric
21 Legendre
22 Bessel
23 Strum Liouvill
24 System of DE
25 Chebyshev
MicroProcessors & Interfacing
MicroProcessors & Interfacing
01 Intro
02 Addressing
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
14 Memory Banking
15 Interrupts
16 IO Interfacing
Practicals
Practicals
01
02
03
04
05
06
07
08
Object Oriented Programming
Object Oriented Programming
01 Intro
02 Classes
03 Arrays
04 Strings
05 Lists
06 Inheritance
07 Compare
08 Exceptions
09 Thread
10 Cloning
11 GUI
12 UML
13 Design Patterns
3 Core
3 Core
Compiler Contruction
Compiler Contruction
01 Introduction
02 Lexical Analysis
03 Syntax Analysis
04 Top Down Parsing
05 Symbol Table
06 Semantic Analysis
07 Intermediate Code Generation
08 Code Generation
09 Code Optimization
Practicals
Practicals
01 Lex Introduction
02 Lex Rules
03 Lex Auxilliary Functions
04 Lex Something
05 Yacc Introduction
06 Yacc Directives
08 09 10 Yacc Mini Compiler
Computer Architecture
Computer Architecture
01 Intro
02 Performance
03 ISA
04 Arithmetic
05 Floating Point Arithmetic
06 Datapath
07 Pipelining
08 Memory
09 Cache Optimization
Lab
Lab
00 Setup
01
02
07 Procedures
08 Procedures 2
09 Floating Point
Computer Networks
Computer Networks
Introduction
02 Layers
03 Performance
04 Data Link Layer
05 Multiple Access
06 Random Access
07 Controlled Access
08 Ethernet
09 ARP
10 Network Layer
11 IP Protocol
12 Transport Layer
13 Application Layer
WiFi Bands
Practicals
Practicals
01 Network Commands
02 03 CISCO Packet Tracer
04 05 UniThreaded TCP
06 Multithreaded TCP
07 HTTP
08 UDP
09 Wireshark
Design & Analysis of Algorithms
Design & Analysis of Algorithms
01 Divide & Conquer
02 Greedy
03 Dynamic Programming
04 Backtracking
05 Branch & Bound
06 Approximation Algorithms
07 Network Flow
08 Parallelization
09 NP
10 Linear Programming
Immunology
Immunology
Operating Systems
Operating Systems
01 Intro
02 Functions of OS
03 Evolution
04 Process Management
05 CPU Scheduling
06 Realtime CPU Scheduling
07 Process Synchronization
08 Deadlock
09 Memory Management
10 Virtual Memory
Lab
Lab
01 Reading Files
02 Processes 1
03 Processes 2
04 Processes 3
Principles of Programming Languages
Principles of Programming Languages
01 Intro
02 Language Evaluation
03 Language Description
04 Structured Programming
05 Types Data Representation
06 Procedures
07 OOP
08 Python
09 LISP
10 Prolog
11 Concurrent Programming
12 Non Local Jump
Theory of Computation
Theory of Computation
01 Alpha, Strings, Lang
02 DFA
03 NFA
04 Reg Ex
05 CFG
06 PDA
07 Turing Machine
CS Electives
CS Electives
3D Printing
3D Printing
AI
AI
Artificial Intelligence
Search
Genetic Algorithm
Adversarial Search
Constraint Satisfaction Problem
Planning
Bayesian Network
Generative AI
Issues
AI in Robotics
AI in Robotics
Introduction
Probabilistic Modelling
State Space Modelling
Kinematics
Navigation & Tracking
Localization
Mapping & SLAM
Path Planning
Motion Control
Computer Vision
API
API
Blockchain
Blockchain
CSE
CSE
01
Causal Inference
Causal Inference
Introduction
Causal Learning
Treatment Effect
Discrete Choice Models
Discrete Game
Rubin Model
Randomized Tests
Causal Model
Causal Effect Learning
Econometrics
Causal Mechanism Learning
Game Theory
Causal Effect Estimation under Unconfoundedness
Computer Vision
Computer Vision
CyberSecurity
CyberSecurity
Security
Control Hijacking Attacks
999 cybersecurity workshop
Kali
Data Mining
Data Mining
Introduction
Data
Measurement
Outliers
Data Preprocessing
Exploratory Data Analysis
06 Data Visualization
Rule-Based Classifier
Deep Learning
Deep Learning
Deep Learning
Artificial Neural Networks
Architectures
Activation Functions
Fully Connected Networks
Sequence Models
IDK
Convolutional Neural Networks
Recurrent Neural Networks
05 GRU
06 LSTM
07 Advanced RNN
08 Encoder Decoder
09 Attention Mechanism
10 YOLO
Residual Network
Deep Learning Systems
DevOps
DevOps
Types of Apps
Unit Testing
Federated Learning
Federated Learning
Fintech
Fintech
Introduction
Generative AI
Generative AI
Introduction
IoT
IoT
Introduction
Protocols
Cloud Platforms
Custom IoT Server-Side Solution
Devices
Devices
Color Sensor
Digital Humidity and Temperature
GPS
Integrated Chips
IMU
Infrared Sensor
LCD Display
LDR
LED
LiDar
Odometer
Radar
Relay
Stereo Cameras
Ultrasonic
LLM
LLM
Machine Learning
Machine Learning
Introduction
Task \(T\)
Model
Learning Experience \(E\)
Learning Theory
Statistics
Estimation
Information Theory
Cost Function
Optimization
Generalization
Data Splitting
Model Evaluation
Selection
Model Tuning
Hyper-Parameter Tuning
16 Statistical Inference
Uncertainty
Model Interpretation
Model Compression
Production
Performance Optimization
Learning Algorithms
OLS Regression
IDK
Piecewise Regression
Generalized Linear Model
Logistic Regression
Bayesian Learning
Support Vector Machine
Decision Trees
Gaussian Classifier
\(k\) Nearest Neighbor
Ensemble Learning
32 Additive Modelling
K-Means
Gaussian EM K-Means Clustering
Density Estimation
33 Recommender Systems
Anomaly Detection
35 Reinforcement Learning
Active Learning
Gaussian Processes
NLP
NLP
Text Classification
NNFL
NNFL
Optimization for AI
Optimization for AI
Optimization
Optimization Algorithms
03
04
Automatic Differentiation
Programmable Electronics
Programmable Electronics
RL
RL
Robotics
Robotics
Sports Analytics
Sports Analytics
01 Foundations
01 Foundations
Course Information
Pythagorean Expectation
Why Python?
03
Linear Regression
2 Types of regression analyses
Hot Hand
Nb
Nb
English Premier League (EPL) Pythagorean Predictor
02.01
02.02
02.03
Visualizing sports data: basketball
Visualizing Sports Data
Visualizing sports data: baseball
04.01
Week 4.1 - Introduction to Regression Analysis
Regression Analyses with Cricket Data
The Salary-Performance Relationship in the English Premier League
Salaries and Performance in the National Hockey League (NHL)
Salaries and Performance in Major League Baseball
Explaining Relationships Using Regression Analysis
06.01
Using Summary Statistics to Examine the "Hot Hand"
06.03
06.04
Tiny ML
Tiny ML
Introduction
DNN Computations
Efficiency
Microarchitecture
TinyML
Quantization
Pruning
Knowledge Distillation
Neural Architecture Search
Kernel Computation
Mapping & Compilation
Pre/Post Processing
Decentralized Learning
Finance Electives
Finance Electives
Accounts
Accounts
01 Introduction
02 Principles of Accounting
03 Process of Accounting
04 Financial Statements
05 Fixed Assets & Depreciation
06 Cost of Sales & Inventories
07 Analysis of Financial Statements
Side Quests
Side Quests
Current Maturity
Insolvency
Behavioral Economics
Behavioral Economics
Introduction
Time Preferences
Risk Preferences
Business Analytics
Business Analytics
Corporate Finance
Corporate Finance
01 Introduction
02 Corporation
Time Value of Money
04 Capital Budgeting Decisions
Cost of Capital
Valuation
Equity Valuation
08 Capital Structure
DRM
DRM
99 Risk Neutral Valuation
Development Economics
Development Economics
Introduction
Poverty Traps
Econometrics
Econometrics
01 Intro
02 Methodology
03 Basic Regression Analysis
04 Sample Regression Function
OLS
Hypothesis Testing
Continuous
Time Series Processes
Autocorrelation
Cointegrating Processes
Time Series Decomposition
Time Series Modelling
Auto-Regressive Models
Volatility Modelling
Cointegration Modelling
Value Modelling
Filters
Economics
Economics
01 Intro
10 Principles of Economics
03 Sectors
04 PPF
05 Trade
06 Elements of Market
07 Elasticity
Policies
09 International Trade
10 Costs
Financial Forensics
Financial Forensics
Fintech
Fintech
Lean Six Sigma
Lean Six Sigma
MBFM
MBFM
Introduction
Financial Markets
Financial Institutions
Financial Service
Interest Rate
Yield Curve
Efficient Market Hypothesis
Financial Crises
Central Bank
Bond Market
UAE Financial Markets
New Venture Creation
New Venture Creation
Introduction
Business Plan
Refining and Presenting your Venture Idea
Marketing & Sales
Business Models
Financial Projections
Legal Issues
Idk
Operations Management
Operations Management
01 Introduction
Revenue Optimization
Revenue Optimization
01 Introduction
Airline Industry
SAPM
SAPM
Introduction
Risk and Returns
Trading Styles
Fundamental Analysis
Technical Analysis
Portfolio
Portfolio Theory
Portfolio Evaluation
Fund Management Evaluation
Triple Barrier
Portfolio Optimization
Regularized Pricing & Risk Models
Strategic Management
Strategic Management
HSS Electives
HSS Electives
IDS
IDS
Introduction
Modernization Theory
Case Studies
Neo Liberalism Development Theory
Human Development Index Model
Basic Needs Model
Right to Development
International Relations
International Relations
01 Intro
02 History
03 Current World
04 Theories of IR
05 Issues of IR
06 Softpower
07 Poverty
08 Role of Economics in IR
09 Class Presentations
Project
Project
Report on 'The Uncontrolled Rise of China'
Presentation
Masters
Masters
GRE
GRE
English
English
Vocabulary
Blanks
Reading Comprehension
Writing
Math
Math
Algebra
Arithmetic
Coordinate Geometry
Counting
Data Interpretation
Geometry
Integers
Percents & Ratios
Powers & Roots
Probability
Quantitative Comparison
Statistics
Word Problems
IELTS
IELTS
Math Electives
Math Electives
Numerical Analysis
Numerical Analysis
Optimization
Optimization
01 Linear Programming
02 Primal Simplex
03 Duality
04 Dual Simplex
05 Post Optimal Analysis
Transportation Model
07 Assignment Model
08 Project Management
09 Game Theory
10 Integer Programming
Goal Programming
Dynamic Programming
Non-Linear Programming
Mech
Mech
FEA
FEA
Cracks
Misc
Misc
Misc
AI Healthcare
AI Healthcare
Introduction
Clinical Care
Clinical Data
Risk Stratification
Survival Modelling
Physiological Time Series
Natural Language Processing
Deploying
Imaging
Differential Diagnosis
Digital Transformation Best Practices
Digital Transformation Best Practices
App
Automation
Database
DoE
DoE
Introduction
Types of Experiments
Nuisance Removal
Factorial Design
Randomization
Experimental Design
IDK
Driving
Driving
Introduction
Energy
Energy
Introduction
Spot Markets
Intra-Day & Balancing Markets
Ancillary Services
Impact of Renewables
Participation of Renewables
Renewable Energy Analytics
Cities
HR
HR
Project Management
Project Management
Reproducible Research
Reproducible Research
00
01
Coding Standards
Communicating Results
Risk and Decision Analysis
Risk and Decision Analysis
Forecasts
Discounted Cashflows
Proactive Design
Simulation
Drivers of Flexibility
Decision Analysis
Value of Information
Project Evaluation
Summary
Systems Engineering
Systems Engineering
Team Management
Team Management
Onboarding
Standards
03 IDK
School
School
Computer Science
Computer Science
Linux Fundamentals
Linux Fundamentals
Bash
Math
Math
01 Trignometric
02 Integration
Tools
Tools
Misc
AI & Data
AI & Data
Model Specification
Facebook Prophet
Facebook Prophet
IBIS
IBIS
Lux
Lux
Numpy
Numpy
01
OpenCV
OpenCV
Pandas
Pandas
01
02
PyTorch
PyTorch
Introduction
Basic Model
Architectures
Advanced
Performance Optimization
Scipy
Scipy
01
Regression
Jax
Sklearn
Sklearn
01 Performance Optimization
Custom
Streamlit
Streamlit
Sympy
Sympy
Tensorflow
Tensorflow
01
Httpx
Httpx
Pywav
Pywav
API
API
FastAPI
FastAPI
Flask
Flask
Robyn
Robyn
App Dev
App Dev
Streamlit
Streamlit
Streamlit
Apps
Apps
Plugins
Mermaidjs update
Data Visualization
Data Visualization
Matplotlib
Matplotlib
01
Networks
Networks
Networkx
Networkx
PyVis
PyVis
Plotly
Plotly
01
Databases
Databases
DuckDB
DuckDB
DevOps
DevOps
CML
CML
Git
Git
Basics
CI/CD
Unit Testing
Unit Testing
Documentation
Documentation
Latex
Latex
Mermaidjs
Mermaidjs
FEA
FEA
Abaqus
Abaqus
Introduction
Python Scripting
03 IDK
Google Sheets
Google Sheets
GSheets API
Idk
Mail merge
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
Programming Languages
Programming Languages
PHP
Python
Python
Python
Creating Packages
Concurrency
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
33 Recommender Systems
Last Updated:
2024-05-12
; Contributors:
AhmedThahir
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