RGPV – B.Tech CSE 6th Semester – All Question Papers PDF Download – 602 – Computer Networks (Important Topics & Previous Years Question Papers pdf), 601 – Machine Learning (Important Topics & Previous Years Question Papers pdf):, 603 – Compiler Design (Important Topics & Previous Years Question Papers pdf), 604 – Project Management (Important Topics & Previous Years Question Papers pdf).
Recent Question papers of RGPV – B.tech 6th Semester and Their Important Questions: 602 – Computer Networks (Important Topics & Previous Years Question Papers pdf): Computer Networks Important Topics (Note: The topics repeated/asked over multiple years are bold marked) Dec – 2024 1a) OSI vs TCP /IP models -|- 1b) Connection-oriented vs connectionless services -|- 2a) Error & flow control in data link layer -|- 2b) Go-Back-N vs Selective Repeat protocols -|- 3a) Maximum data rate calculation -|- 3b) ARP & RARP working -|- 4a) Binary Exponential Back-off (BEB) -|- 4b) Persistent vs Non-persistent CSMA -|- 5a) Bellman Ford algorithm working -|- 5b) Fragmentation & reassembly -|- 6a) Collision-free protocol & Binary Countdown -|- 6b) Broadcast vs multicast routing -|- 7a) UDP header format -|- 7b) SNMP & functions -|- 8a) TCP congestion control -|- 8b) Aloha & Slotted Aloha -|- 8c) Finite State Machine -|- 8d) MLMA May – 2024 1a) Network topologies advantages & disadvantages -|- 1b) OSI layers functions & protocols -|- 2a) Stop-and-Wait protocol -|- 2b) Go-Back-N protocol -|- 2c) Selective Repeat protocol -|- 3) TCP vs UDP headers & missing fields -|- 4a) IP address classes & details -|- 4b) Data rate & bandwidth -|- 5a) Subnet mask calculation -|- 5b) Addresses per subnet -|- 5c) First & last address in first subnet -|- 5d) First & last address in last subnet -|- 6a) Maximum TCP throughput -|- 6b) Line efficiency -|- 7a) QoS parameters in transport layer -|- 7b(i)) Pure & Slotted ALOHA -|- 7b(ii)) CSMA protocol -|- 8i) Connection-oriented communication -|- 8ii) ARP -|- 8iii) CSMA /CA -|- 8iv) DNS May -2023 1a) Computer network definition, importance, pros & cons -|- 1b) OSI model layers & functions -|- 2a) Data link layer & services -|- 2b) Sliding window flow control -|- 3a) Guided & unguided transmission media -|- 3b) Finite State Machine in protocols -|- 4a) Slotted ALOHA working -|- 4b) Max N in pure ALOHA -|- 5a) Least cost routing -|- 5b) ICMP & frame format -|- 6a) Limited contention & Adaptive Tree Walk -|- 6b) IPv4 vs IPv6 comparison -|- 7a) Electronic mailing & methods -|- 7b) TCP flow & congestion control -|- 8i) Service primitives -|- 8ii) CSMA /CD -|- 8iii) IEEE 802 series -|- 8iv) Fragmentation & reassembly
601 – Machine Learning (Important Topics & Previous Years Question Papers pdf): Machine Learning Important Topics (Note: The topics repeated/asked over multiple years are bold marked) Dec – 2024 1a) Machine learning vs traditional programming & components -|- 1b) Hypothesis function mapping -|- 2a) Data augmentation process -|- 2b) Chain rule in backpropagation -|- 3a) Bottleneck layer in autoencoders -|- 3b) Hyperparameter tuning techniques & challenges -|- 4a) CNN architecture & feature extraction -|- 4b) Pooling layers & spatial reduction -|- 5a) TensorFlow in CNN implementation -|- 5b) LSTM architecture & sequential data processing -|- 6a) Reinforcement learning definition & elements -|- 6b) Value iteration vs policy iteration -|- 7a) Bayesian learning principles -|- 7b) ML in computer vision -|- 8i) Scope & limitations of ML -|- 8ii) Batch normalization -|- 8iii) Inception network -|- 8iv) Natural language processing May – 2024 1a) Types of ML algorithms & examples -|- 1b) Regression model evaluation metrics -|- 2a) Data normalization importance -|- 2b) Sigmoid vs ReLU advantages & limitations -|- 3a) Gradient descent in ML optimization -|- 3b) L1 vs L2 regularization -|- 4a) CNN padding types -|- 4b) Transfer learning types -|- 5a) Challenges of high-dimensional data -|- 5b) RNN definition, types & architecture -|- 6a) BLEU score n-gram precision & brevity penalty -|- 6b) Actor-Critic model roles & interaction -|- 7a) Support vectors in SVM -|- 7b) ML in speech processing -|- 8i) Convex optimization -|- 8ii) Linearity vs non-linearity -|- 8iii) Q-learning -|- 8iv) Markov Decision Process (MDP) May – 2023 1a) ML types for continuous & non-continuous data -|- 1b) One-hot vs label encoding & dimensionality change -|- 2a) CNN operation & scaling/filters logic -|- 2b) Backpropagation weight update (sigmoid , LR=0.3) -|- 3a) Transfer learning benefits & Inception net -|- 3b) Feed-forward vs RNN & LSTM vs GRU vs vanilla RNN -|- 4i) Loss functions types -|- 4ii) Gradient descent optimizers types -|- 5a) Confusion matrix & derived metrics -|- 5b) Hyperparameter tuning for performance -|- 6a) KNN classification (k=3) example -|- 6b) Non-linearity & effect on gradient descent -|- 7a(i)) Bayesian network probability tables -|- 7a(ii)) Predict car value using Bayesian network -|- 7b) Detecting & solving CNN overfitting/underfitting -|- 8i) Computer vision -|- 8ii) Reinforcement learning
603 – Compiler Design (Important Topics & Previous Years Question Papers pdf): Compiler Design Important Topics (Note: The topics repeated/asked over multiple years are bold marked) Dec – 2024 1a) Translator definition & compiler vs interpreter comparison -|- 1b) LEX tool -|- 1c) Left factoring in grammar -|- 2a) Leftmost/rightmost derivation & parse tree -|- 2b) First & Follow sets -|- 2c(i)) Ambiguity -|- 2c(ii)) Left recursion -|- 3a) Parser types, backtracking vs non-backtracking -|- 3b) SLR parsing table construction -|- 4a(i)) Synthesized attributes -|- 4a(ii)) Annotated parse tree -|- 4a(iii)) Dependency graph -|- 4b) Three-address code generation -|- 5a) Intermediate code generation techniques -|- 5b) Translation rules & value computation -|- 6a) Algorithm to construct DAG from basic block -|- 6b) S-attributed vs L-attributed SDT & rules -|- 7a) Synthesized vs inherited attributes -|- 7a) Parse tree computation -|- 7b) Common subexpression elimination , copy propagation, loop-invariant computation -|- 8a) Local vs global transformation -|- 8b) Three areas of code optimization May -2024 1. Analysis & synthesis model of compilation -|- 2a) Compiler construction tools -|- 2b) Lexical analyzer design issues & buffering -|- 3a) Top-down vs bottom-up parser -|- 3b) Left recursion preparation & elimination -|- 4a) LALR parsing table construction & string verification -|- 4b) Conflicts in shift-reduce parsing -|- 5a) DAG & example -|- 5b) Synthesized vs inherited attributes -|- 6a) Storage allocation strategies -|- 6b) Three-address code for assignment -|- 7a) Flow graph representation -|- 7b) Sources of basic block optimization -|- 8a) Peephole optimization -|- 8b) Global data flow equations -|- 8c) Dynamic storage allocation -|- 8d) Error detection & recovery May – 2023 1a) Compiler structure & phases with example output -|- 1b) LEX program for C tokens -|- 2) LR(0) items & SLR parser table -|- 3a) Top-down vs bottom-up parsing -|- 3b) Recursive descent parser with backtracking -|- 4a) Stack vs heap allocation strategies -|- 4b) Polymorphic functions & examples -|- 5a) Sources of basic block optimization -|- 5b) Flow graph definition & creation -|- 6a) DAG & construction for basic block -|- 6b) S-attributed vs L-attributed definitions -|- 7a) Equivalence of type expressions -|- 7b) Peephole optimization -|- 8a) Common subexpression elimination -|- 8b) Register allocation -|- 8c) Three-address code
604 – Project Management (Important Topics & Previous Years Question Papers pdf): Project Management Important Topics (Note: The topics repeated/asked over multiple years are bold marked) Dec – 2024 1a) Project assessment: strategic, technical, economic -|- 1b) Evolution of software economics -|- 2a) Core principles of modern software management -|- 2b) Automation impact on software economics -|- 3a) Organizing stakeholders for software engineering -|- 3b) Top-down vs bottom-up design -|- 4a) Workflow stages -|- 4b) Process checkpoints -|- 5a) Management vs engineering artifacts -|- 5b) Project team roles, responsibilities & organization -|- 6a) Software configuration management process & need -|- 6b) Warning signs of project risk & corrective actions -|- 7a) Goals & expectations in software lifecycle phases -|- 7b) Adaptation of real-world software systems -|- 8i) Process automation -|- 8ii) Software management team -|- 8iii) Key management indicators -|- 8iv) Improving software processes May – 2024 1a) Phases of life cycle process -|- 1b) Principles of modern software management -|- 2a) Role of multidisciplinary team in project planning -|- 2b) Conventional vs modern software project management -|- 3a) Cost estimating & budgeting improvement -|- 3b) Artifacts in software development -|- 4a) Goals of inception, elaboration, construction & transition phases -|- 4b) Model-based software architecture -|- 5a) Trends in improving software economics -|- 5b) Process automation structure & working -|- 6a) Workflows in software management -|- 6b) Iterative process planning & example -|- 7a) Four stages & need of process automation -|- 7b) Project control & process instrumentation with four steps -|- 8a) Success factors & problems in project control system -|- 8b) Lifecycle expectations May -2023 1a) Evolution of software economics -|- 1b) Improving software economics -|- 2a) Principles of modern software management -|- 2b) Life cycle phases with examples -|- 3a) Management artifacts vs engineering artifacts -|- 3b) Model-based software architecture -|- 4a) Workflow of the process -|- 4b) Process checkpoints -|- 5a) Iterative process planning -|- 5b) Project organization & responsibilities -|- 6a) Process automation -|- 6b) Software management team -|- 7a) Lifecycle expectations -|- 7b) Software economics concept & importance in project management -|- 8a) Project environment -|- 8b) Pragmatic artifacts -|- 8c) Process discriminants -|- 8d) Management indicators
Old Subjects and Their Question Papers:
601 – Microprocessor and Interfacing :602 – Principles of Programming Languages: 603 – Software Engineering and Project Managements: 604 – Computer Networking: Other relevant links (RGPV – B.Tech CSE 6th Semester – All Question Papers PDF Download) :For more such articles ‘RGPV – B.Tech CSE 6th Semester – All Question Papers PDF Download’ please comment below.