GATE CS Notes & Important Topics - Complete Study Guide
Preparing for GATE CS requires a systematic approach to cover all important topics. This comprehensive guide provides essential notes and highlights the most important topics you must master for GATE CS success.
How to Use These Notes
These notes are designed for:
- Quick Revision: Before exams and mock tests
- Concept Clarification: Understanding key concepts
- Formula Reference: Important formulas at a glance
- Topic Prioritization: Know what's most important
Important Topics by Subject
1. Engineering Mathematics
Linear Algebra - Must Know Topics
Matrices:
- Matrix multiplication: (AB)ᵢⱼ = Σ AᵢₖBₖⱼ
- Determinant of 2×2: |A| = ad - bc
- Determinant of 3×3: Use Sarrus rule or expansion
- Important: det(AB) = det(A) × det(B)
Eigenvalues and Eigenvectors:
- For matrix A, if Av = λv, then λ is eigenvalue, v is eigenvector
- Sum of eigenvalues = Trace of matrix
- Product of eigenvalues = Determinant of matrix
- Key Formula: Characteristic equation: det(A - λI) = 0
Rank of Matrix:
- Maximum number of linearly independent rows/columns
- Rank ≤ min(rows, columns)
- Full rank if rank = min(rows, columns)
Probability - Critical Topics
Basic Probability:
- P(A) = Favorable outcomes / Total outcomes
- P(A') = 1 - P(A)
- P(A ∪ B) = P(A) + P(B) - P(A ∩ B)
Conditional Probability:
- P(A|B) = P(A ∩ B) / P(B)
- Bayes' Theorem: P(A|B) = P(B|A) × P(A) / P(B)
Random Variables:
- Binomial: P(X=k) = C(n,k) × pᵏ × (1-p)ⁿ⁻ᵏ
- Poisson: P(X=k) = (λᵏ × e⁻λ) / k!
- Normal: Z = (X - μ) / σ
Discrete Mathematics - Essential Topics
Combinatorics:
- Permutations: P(n,r) = n! / (n-r)!
- Combinations: C(n,r) = n! / (r! × (n-r)!)
- Pigeonhole Principle: If n+1 objects in n boxes, at least one box has 2 objects
Graph Theory:
- Handshaking Lemma: Σ(degree) = 2 × |E|
- Complete Graph: Kₙ has n(n-1)/2 edges
- Tree: Connected graph with n vertices has n-1 edges
2. Digital Logic
Boolean Algebra - Key Formulas
Basic Laws:
- A + 0 = A, A · 1 = A
- A + A' = 1, A · A' = 0
- A + A = A, A · A = A
De Morgan's Laws:
- (A + B)' = A' · B'
- (A · B)' = A' + B'
Simplification:
- A + AB = A
- A + A'B = A + B
- AB + A'C + BC = AB + A'C
Logic Gates - Important Facts
Universal Gates:
- NAND and NOR are universal gates
- Any Boolean function can be implemented using only NAND (or NOR)
XOR Gate:
- A ⊕ B = A'B + AB'
- A ⊕ A = 0
- A ⊕ 0 = A
Number Systems - Critical Conversions
Binary to Decimal:
- Multiply each bit by 2^position and sum
Decimal to Binary:
- Repeated division by 2
2's Complement:
- Invert all bits and add 1
- Used for negative number representation
3. Programming & Data Structures
Arrays - Important Concepts
Time Complexities:
- Access: O(1)
- Search: O(n)
- Insert/Delete at end: O(1)
- Insert/Delete at middle: O(n)
Linked Lists - Key Operations
Time Complexities:
- Insert at head: O(1)
- Insert at tail: O(1) with tail pointer, O(n) without
- Search: O(n)
- Delete: O(1) if position known, O(n) to find
Trees - Essential Formulas
Binary Tree:
- Maximum nodes at level i: 2ⁱ
- Maximum nodes in tree of height h: 2ʰ - 1
- Minimum height with n nodes: ⌈log₂(n+1)⌉
BST Properties:
- Left subtree < Root < Right subtree
- Inorder traversal gives sorted sequence
Graphs - Important Concepts
Graph Representation:
- Adjacency Matrix: O(V²) space, O(1) edge check
- Adjacency List: O(V+E) space, O(V) edge check
Graph Properties:
- Handshaking Lemma: Σ(degree) = 2|E|
- Complete Graph: Kₙ has n(n-1)/2 edges
4. Algorithms
Time Complexity - Master These
Common Complexities:
- O(1): Constant
- O(log n): Logarithmic (binary search)
- O(n): Linear
- O(n log n): Linearithmic (merge sort, heap sort)
- O(n²): Quadratic
- O(2ⁿ): Exponential
Master Theorem:
For T(n) = aT(n/b) + f(n):
- If f(n) = O(n^(log_b a - ε)): T(n) = Θ(n^(log_b a))
- If f(n) = Θ(n^(log_b a)): T(n) = Θ(n^(log_b a) × log n)
- If f(n) = Ω(n^(log_b a + ε)): T(n) = Θ(f(n))
Sorting Algorithms - Comparison
| Algorithm | Best | Average | Worst | Space | Stable |
|---|---|---|---|---|---|
| Bubble Sort | O(n) | O(n²) | O(n²) | O(1) | Yes |
| Selection Sort | O(n²) | O(n²) | O(n²) | O(1) | No |
| Insertion Sort | O(n) | O(n²) | O(n²) | O(1) | Yes |
| Merge Sort | O(n log n) | O(n log n) | O(n log n) | O(n) | Yes |
| Quick Sort | O(n log n) | O(n log n) | O(n²) | O(log n) | No |
| Heap Sort | O(n log n) | O(n log n) | O(n log n) | O(1) | No |
Graph Algorithms - Key Points
BFS:
- Time: O(V + E)
- Uses queue
- Finds shortest path in unweighted graphs
DFS:
- Time: O(V + E)
- Uses stack/recursion
- Useful for cycle detection, topological sort
Dijkstra's Algorithm:
- Single-source shortest path
- Time: O((V + E) log V) with heap
- Doesn't work with negative weights
Bellman-Ford:
- Single-source shortest path
- Time: O(V × E)
- Works with negative weights
- Detects negative cycles
5. Operating Systems
Process Scheduling - Important Algorithms
FCFS (First Come First Served):
- Non-preemptive
- Simple but may cause convoy effect
SJF (Shortest Job First):
- Optimal average waiting time
- May cause starvation
Round Robin:
- Preemptive with time quantum
- Good for time-sharing systems
Priority Scheduling:
- Higher priority processes first
- Can cause starvation
Page Replacement Algorithms
FIFO:
- Replace oldest page
- Simple but may cause Belady's anomaly
LRU (Least Recently Used):
- Replace least recently used page
- Good performance, requires hardware support
Optimal:
- Replace page that won't be used for longest time
- Theoretical optimal, not practical
Deadlock - Important Concepts
Necessary Conditions (All must hold):
- Mutual exclusion
- Hold and wait
- No preemption
- Circular wait
Prevention:
- Break one of the four conditions
Avoidance:
- Banker's algorithm
- Resource allocation graph
6. DBMS
Normalization - Key Forms
1NF: All attributes atomic
2NF: 1NF + No partial dependency
3NF: 2NF + No transitive dependency
BCNF: 3NF + Every determinant is a candidate key
SQL - Important Queries
JOIN Types:
- INNER JOIN: Matching rows only
- LEFT JOIN: All left table rows
- RIGHT JOIN: All right table rows
- FULL OUTER JOIN: All rows from both tables
ACID Properties:
- Atomicity: All or nothing
- Consistency: Valid state transitions
- Isolation: Concurrent transactions don't interfere
- Durability: Committed changes persist
7. Computer Networks
OSI Model - 7 Layers
- Physical
- Data Link
- Network
- Transport
- Session
- Presentation
- Application
Remember: "Please Do Not Throw Sausage Pizza Away"
Important Protocols
TCP:
- Connection-oriented
- Reliable, ordered delivery
- Flow control, congestion control
UDP:
- Connectionless
- Unreliable, unordered
- Lower overhead
HTTP:
- Port 80
- Stateless protocol
- Request-response model
Quick Revision Checklist
High Priority Topics (Must Master)
- [ ] Matrix operations and eigenvalues
- [ ] Probability and Bayes' theorem
- [ ] Boolean algebra and K-maps
- [ ] Tree and graph traversals
- [ ] Time complexity analysis
- [ ] Sorting algorithms comparison
- [ ] Process scheduling algorithms
- [ ] Page replacement algorithms
- [ ] SQL queries and joins
- [ ] Network protocols (TCP/IP)
Medium Priority Topics
- [ ] Combinatorics formulas
- [ ] Logic gate implementations
- [ ] Linked list operations
- [ ] Graph algorithms (BFS, DFS)
- [ ] Dynamic programming basics
- [ ] Deadlock handling
- [ ] Normalization forms
- [ ] Routing algorithms
Formula Sheet Quick Reference
Mathematics
- Determinant 2×2: ad - bc
- Permutations: n!/(n-r)!
- Combinations: n!/(r!(n-r)!)
- Binomial: C(n,k) × pᵏ × (1-p)ⁿ⁻ᵏ
Digital Logic
- De Morgan: (A+B)' = A'·B', (A·B)' = A'+B'
- XOR: A ⊕ B = A'B + AB'
Data Structures
- Binary tree max nodes: 2ʰ - 1
- Complete graph edges: n(n-1)/2
Algorithms
- Binary search: O(log n)
- Merge sort: O(n log n)
- Quick sort average: O(n log n)
Study Tips
- Create Your Own Notes: Writing helps retention
- Use Flashcards: For formulas and definitions
- Practice Problems: Apply concepts regularly
- Group Study: Discuss difficult topics
- Regular Revision: Revise weekly
Conclusion
These notes cover the most important topics for GATE CS. Focus on understanding concepts rather than rote memorization. Regular practice with previous year questions will help you apply these concepts effectively. Good luck with your GATE CS preparation!