Applied Statistics
01 Introduction 02 Pascal Distribution 03 Geometric Distribution 04 Hypergeometric Distribution 05 Multinomial Distribution 06 Continuous Distributions 07 Exponential Distribution 08 Gamma Distribution 09 Sampling Techniques 10 Sampling Distribution 11 Sampling Distribution of Mean 12 Sampling Distribution of Proportion 13 Student's t Distribution 14 Chi-Square Distribution 15 F Distribution 16 Confidence Interval 17 Hypotheses Testing 18 Critical Value Method 19 P-Value Method 20 Two-Sample Mean Test 21 Proportion Test 22 Two-Sample Proportion Test 23 Paired t-Test 24 Variance Test 25 Chi-Square Tests 26 Test of Independence 27 Goodness of Fit Test 28 Linear Regression
Artificial Intelligence
01 Introduction 02 Agents 03 Performance Measure 04 Rationality 05 Task Environment 06 Agent Program 07 Learning Agent 08 Problem Solving Agent 09 Searching Problem 10 Uninformed Searching 11 Informed Searching 12 Local Search 13 Constraint Satisfaction Problem 14 Logical Agents 15 Inference 16 Propositonal Logic 17 First Order Logic 18 Knowledge Representation 19 Planning 20 Planning Algorithms 21 Uncertainty 22 Bayesian Network 23 Markov Decision Process 24 Reinforcement Learning 25 Latest Trends
Computer Architecture
01 Introduction 02 Instruction Set Architecture 03 Architecture 04 RISC-V Architecture 05 Memory 06 Memory Organization 07 Cache 08 Permanent Storage 09 Pipelining 10 Pipeline Hazards 11 Optimizations Beyond Pipelining 12 Instruction Level Parallelism 13 Compiler Optimizations 14 Branch Prediction 15 Dynamic Scheduling 16 Speculation 17 Micro Architecture 18 Performance 19 Input/Output 20 Programming Model 21 Domain Specific Architectures
Data Communication and Networking
01 Introduction 02 Layered Architecture 03 Information Representation 04 Signals 05 Encoding & Decoding 06 Digital to Digital Encoding 07 Modulation 08 Digital to Analog Encoding 09 Analog to Digital Encoding 10 Analog to Analog Encoding 11 Transmission Media 12 Transmission Impairments 13 Transmission Standards 14 Transmission Errors 15 Information Redundancy 16 Network 17 Local Area Network 18 MAC Protocols 19 Cable Access Network 20 IEEE Standards 21 Ethernet 22 Data Transmission 23 Multiplexing 24 ADSL 25 Switching 26 Internet Protocol 27 IP Addressing 28 Sockets 29 Web 30 Email 31 Messaging 32 Wireless Networks 33 Network Applications 34 Mobile Telecommunications 35 Telephony 36 Multimedia
Database Systems
Basics
01 Introduction 02 Data Models 03 Relational Algebra 04 Entity Relationship Model 05 Crows Foot Notation 06 Design 07 Functional Dependencies 08 Attribute Sets 09 Decomposition 10 Normalization 11 Application Development 12 JDBC & ODBC 13 Authorization 14 Storage File Structure 15 Embedded DBMS 16 Mobile Computing Databases 17 Indexing 18 Query Processing 19 Transaction 20 Big Data 21 NoSQL
SQL
01 Introduction 02 Commands 03 Integrity Constraints 04 Transaction 04 Views 05 Indices 07 Prepared Statements 08 Functions 09 Aggregate Functions 10 Procedures 11 Triggers 12 Embedded SQL
Differential Equations
01 Introduction 02 Unit Step Function 03 Dirac Delta Function 04 Laplace Transform 05 Inverse Laplace Transform 06 Convolution 07 Correlation 08 Solving ODEs 09 Fourier Series 10 Partial Differential Equations 11 Solving PDEs 12 Series of ODE 13 Fourier Transform 14 Inverse Fourier Transform
Engineering Thermodynamics
01 Introduction 02 System 03 Energy 04 Laws of Thermodynamics 05 1st Law 06 Energy Balance 07 2nd Law 08 Heat Engine 09 Heat Engine Cycle 10 Entropy 11 Pure Substances 12 State Diagrams 13 Ideal Gas Laws 14 Heat Transfer 15 Power Cycles 16 Vapor Power Cycle 17 Rankine Cycle 18 Reheat Rankine Cycle 19 Regenerative Rankine Cycle 20 Gas Power Cycle 21 OTTO Cycle 22 Diesel Cycle 23 Brayton Cycle 24 Combined Cycle
Operating Systems
01 Introduction 02 Kernel 03 Design 04 Services 05 System Boot Procedure 06 Process 07 IPC 08 Thread 09 Amdahl's Law 10 Implicit Threading 11 Threading Issues 12 Synchronization 13 Mutual Exclusion 14 Dekker's Algorithm 15 Critical Section Problem 16 Peterson's Algorithm 17 Lock 18 Semaphore 19 Monitor 20 Liveness 21 Deadlock 22 Banker's Algorithm 23 CPU Scheduling 24 Multiple Processor Scheduling 25 Real-Time CPU Scheduling 26 Main Memory 27 Virtual Memory 28 Mass Storage Systems 29 Disk Attachment 30 HDD Scheduling 31 RAID 32 I/O System 33 Interrupt-Driven I/O