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Machine Learning
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October 2023
1
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__RMSE
__R2
_Unit 4
__K-nearest neighbour
__Support vector machine
__Bagging
__Boosting
__Random Forest
__Adaboost
__Binary-vs-Multiclass Classification
__Classification Problems
__Variants of Multiclass Classification
__Accuracy
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__Fscore
__Cross-validation
__Micro-Average Precision
__Micro-Average Recall
__Micro-Average F-score
__Macro-Average Precision
__Macro-Average Recall
__Macro-Average F-score
_Unit 5
__K-Means
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__Hierarchical Clustering
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__Spectral Clustering
__Outlier analysis
__Isolation factor
__local outlier factor
__Elbow method
__Extrinsic Method
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_Unit 6
__ANN
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__Multilayer Perceptron
__Back Propagation Learning
__Functional Link ANN
__Radial Basis FN
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_PYQ Solution
Design and Analysis of Algorithms
_Unit 3
__Greedy strategy
__knapsack problem
__Job scheduling
__activity selection problem
__Dynamic Programming
___Binomial coefficients
__OBST
__0/1 knapsack
__Chain Matrix multiplication
_Unit 4
__Backtracking
__8-queen problem
__Graph coloring problem
__Sum of subsets problem
__Branch-n-Bound
__Strategies-FIFO
__LIFO approach
__LC approach
__TSP
__knapsack problem
_Unit 5
__Amortized Analysis
__Accounting Method
__Potential Function method
__Amortized analysis-binary counter
__stack Time-Space tradeoff
__Tractable Problem
__Non-Tractable Problem
__Randomized algorithm
__Approximate algorithm
__Embedded Algorithms
__Embedded system scheduling
__sorting algorithm
_Unit 6
__Multithreaded Algorithms
__Performance measures
__Analyzing multithreaded algorithm
__Parallel loops
__Race conditions
__Problem Solving Using MA
__Multithreaded matrix multiplication
__Multithreaded merge sort
__Distributed Algorithms
__Distributed breadth first search
__Distributed Minimum Spanning Tree
__String Matching
__The Naive string matching algorithm
__The Rabin-Karp algorithm
_PYQ Solution
Blockchain Technology
_Unit 3
__Types of Blockchain Platforms
__Bitcoin
__Ethereum
__Hyperledger
__IoTA
__Corda
__Corda R3
__Consensus in Blockchain
__Consensus Approach
__Consensus Elements
__Consensus Algorithms
__Proof of Work
__Byzantine General problem
__Proof of Stake
__Proof of Elapsed Time
__Proof of Activity
__Proof of Burn
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__Bitcoin and the Cryptocurrency
__Cryptocurrency Basics
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__What is Ethereum
__Types of Ethereum Networks
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__Prominent Blockchain Applications
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