properties predicate logic propositional logic real world problems water jug problem cryptarithmetic problem missionaries and cannibal 8 queen toy problems problem solving agents reinforcement learning pca dimensionality reduction unsupervised learning validation curve learning curve randomized search grid search cross validation adaboost random forest stacking boosting bagging support vector machine decision trees k nearest neighbor logistic regression class p and np polynomial time string matching with finite au rabin karp knuth morris pratt boyer moore brute force string matching algorithms 8 puzzle problem branch and bound graph coloring sum of subset backtracking lcs tsp 0/1 knapsack all pair shortest path single source shortest path multistage graph principle of optimality dynamic programming dijkstra's algorithm job sequencing with deadlines prim kruskal knapsack greedy quick sort merge sort binary search max min problem divide and conquer recursion tree method master tree method substitution method recurrences insertion sort selection sort recursive analysis asymptotic notations space complexity time complexity algorithm how to choose right model steps to develop ml applicatio application of ml issues in ml ml terminology introduction to ml feature selection scale skew encoding visualization descriptive stats outlier missing value regression use case simple lin vacuum world n queen special cases optimality test minimisation maximisation surplus slack simplex pigeon hole principle functions boolean algebra lattice hasse diagram poset closure equivalence composite relations digraphs relations mathematical induction inclusion exclusion principle laws operators set theory bayesian network demster shafer theory bayes rule probability uncertainty trends components history subareas applications definition foundation fixing a flat tyre blocks world problem strips planner conditional planning hierarchical planning partial order planning planning agent knowledge engineering chaining unification resolution quantifiers inference rules wumpus world alpha beta pruning minmax algorithm game tree problem solving memory bounded heuristic hill climbing local search a*search best first search informed search dfs bfs uninformed search robotic assemble 8 puzzle touring in romania searching
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