Access complete unit-wise notes, important questions, PYQs and exam-focused study material for RGPV CSE Data Science 8th Semester.
Lexical analysis, syntax analysis, type checking, code generation and optimization.
Open UnitsMDP, value iteration, policy iteration, Q-learning, SARSA, actor-critic and deep RL.
Open UnitsFeasibility, PERT, CPM, agile, scrum, DevOps, Docker, CI/CD and monitoring.
Open UnitsProbability, sampling, Monte Carlo methods, data mining, decision trees and Apriori.
Open UnitsRegression, classification, ensemble learning, neural networks and model evaluation.
Open UnitsBlockchain, Bitcoin, smart contracts, consensus, Hyperledger, Ethereum and Corda.
Open UnitsForecasting, regression models, ARIMA, SARIMA, VAR, neural networks and spectral analysis.
Open UnitsIoT architecture, sensors, ZigBee, RFID, MQTT, CoAP, Arduino, Raspberry Pi and cloud IoT.
Open UnitsQubits, superposition, entanglement, quantum gates, algorithms and quantum toolkits.
Open UnitsIntroduction of compiler, major data structures, bootstrapping, porting, compiler phases, lexical analysis, input buffering, tokens and LEX.
Download PDFSyntax analysis, CFG, top-down parsing, recursive descent parsing, predictive parsing, bottom-up parsing, LR parsers and syntax directed definitions.
Download PDFType checking, type system, type conversion, overloading, polymorphic functions, runtime environment, storage allocation and symbol table.
Download PDFIntermediate code generation, declarations, assignment statements, boolean expressions, backpatching, procedure calls and DAG.
Download PDFCode optimization, basic blocks, loops in flow graphs, dead code elimination, loop optimization and data flow analysis.
Download PDFApplications of RL, Atari, AlphaGo, relation with AI, Markov Decision Process, value iteration, policy iteration and linear programming.
Download PDFApproximate dynamic programming, curse of dimensionality, representations, approximate value iteration and convergence guarantees.
Download PDFStochastic approximation, TD learning, TD(0), TD(lambda), Q-learning, SARSA, function approximation and off-policy learning.
Download PDFActor-Critic method, policy gradient, natural actor-critic and deep reinforcement learning.
Download PDFExploration vs exploitation, Upper Confidence Bound and Upper Confidence Reinforcement Learning.
Download PDFProject overview, feasibility studies, project identification, market analysis, demand analysis, cost estimate and financial appraisal.
Download PDFProject scheduling, PERT, CPM, critical path, precedence relationship, float, crashing, cost control and resource leveling.
Download PDFRisk analysis, project control, project audit, termination, agile principles, scrum, lean, DevOps and ITIL.
Download PDFScrum terminology, sprint, product backlog, sprint backlog, sprint review, retrospective and scrum roles.
Download PDFDevOps overview, Docker containerization, source code management, automated testing, CI, CD and monitoring.
Download PDFProbability concepts, sampling concepts, generating random variables, exploratory data analysis and Monte Carlo methods.
Download PDFData partitioning, probability density estimation, statistical pattern recognition and nonparametric regression.
Download PDFData mining algorithms, instances, features, concept learning, concept description and decision trees.
Download PDFClassification trees, information theory, entropy, ID3, C4.5, CHAID, CART, regression trees and pruning.
Download PDFPreprocessing, discretization, feature extraction, missing data, association rule mining, Apriori, regression and KNN.
Download PDFLinear algebra review, ML introduction, applications, VC dimension, PAC learning, hypothesis space and bias-variance tradeoff.
Download PDFLinear regression, gradient descent, perceptron, logistic regression, Naive Bayes, SVM, decision tree and random forest.
Download PDFEnsemble learning, voting, bagging, boosting, stacking, K-means, KNN, Gaussian mixture models and EM algorithm.
Download PDFMultilayer perceptron, activation functions, SGD, backpropagation, ReLU, hyperparameter tuning, batch normalization and dropout.
Download PDFML experiments, cross-validation, bootstrapping, classifier performance, t-test, McNemar test and K-fold paired t-test.
Download PDFBlockchain overview, public ledgers, Bitcoin, smart contracts, distributed consensus, crypto primitives, hash function and Merkle tree.
Download PDFBitcoin blockchain, creation of coins, payments, double spending, Bitcoin scripts, P2P network, mining and proof of work.
Download PDFPermissioned blockchain, design issues, smart contract execution, state machine replication, Paxos, RAFT and BFT.
Download PDFEnterprise blockchain applications, cross-border payments, KYC, food security, mortgage, trade finance and supply chain.
Download PDFHyperledger Fabric, identities, policies, channels, transaction validation, smart contracts, Ethereum, Ripple and Corda.
Download PDFIntroduction to time series, forecasting, types of data, autocorrelation, partial autocorrelation and forecasting process.
Download PDFStatistics background, time series plots, smoothed data, data transformation, model performance and monitoring.
Download PDFTime series regression, least squares estimation, inference, prediction, model checking, variable selection and exponential smoothing.
Download PDFARMA, ARIMA, stationarity, invertibility, seasonal ARIMA, forecasting, model selection and impulse response function.
Download PDFMultivariate time series, vector ARIMA, VAR models, neural networks, spectral analysis and Bayesian forecasting.
Download PDFIoT definition, characteristics, framework, physical and logical design, IoT enablers, M2M, WoT and IPv4 vs IPv6.
Download PDFSensors, sensor node components, sensor features, sensor classes, errors, actuators and actuator types.
Download PDFIoT networking, 6LoWPAN, IEEE 802.15.4, ZigBee, RFID, NFC, Bluetooth and wireless sensor networks.
Download PDFMQTT, SMQTT, CoAP, request-response model, XMPP, AMQP features, components and frame types.
Download PDFIoT platforms, Arduino, Raspberry Pi, data analytics for IoT, cloud for IoT, storage models, APIs and case studies.
Download PDFMotivation, industry players, origin of quantum computing, qubits, Braket notation, Bloch sphere, superposition and entanglement.
Download PDFMatrix algebra, basis vectors, orthogonality, inner product, Hilbert space, tensors, unitary operators and eigenvalues.
Download PDFQuantum architecture, qubit representation, multi-qubit states, Bell state, quantum gates and quantum circuits.
Download PDFQuantum programming model, classical and quantum steps, amplitude amplification, QFT, phase estimation and quantum walks.
Download PDFShor’s algorithm, Grover’s algorithm, Deutsch algorithm, Deutsch-Jozsa algorithm, IBM Quantum and Microsoft Q.
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