Title	[FCO] AppliedAICourse - Applied Machine Learning Course
Category
Size	25.37GB

Please note that this page does not hosts or makes available any of the listed filenames. You cannot download any of those files from here.
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1.1 - How to Learn from Appliedaicourse.mp4	443.51MB
1.2 - How the Job Guarantee program works.mp4	243.85MB
10.10 - Hyper Cube,Hyper Cuboid.mp4	5.89MB
10.1 - Why learn it .mp4	5.97MB
10.2 - Introduction to Vectors(2-D, 3-D, n-D) , Row Vector and Column Vector.mp4	17.97MB
10.3 - Dot Product and Angle between 2 Vectors.mp4	18.49MB
10.4 - Projection and Unit Vector.mp4	8.17MB
10.6 - Distance of a point from a PlaneHyperplane, Half-Spaces.mp4	20.25MB
10.7 - Equation of a Circle (2-D), Sphere (3-D) and Hypersphere (n-D).mp4	13.79MB
10.8 - Equation of an Ellipse (2-D), Ellipsoid (3-D) and Hyperellipsoid (n-D).mp4	10.65MB
10.9 - Square ,Rectangle.mp4	10.99MB
11.10 - How distributions are used.mp4	40.22MB
11.11 - Chebyshev’s inequality.mp4	52.68MB
11.12 - Discrete and Continuous Uniform distributions.mp4	23.14MB
11.13 - How to randomly sample data points (Uniform Distribution).mp4	26.09MB
11.14 - Bernoulli and Binomial Distribution.mp4	47.02MB
11.15 - Log Normal Distribution.mp4	48.96MB
11.16 - Power law distribution.mp4	58.01MB
11.17 - Box cox transform.mp4	31.22MB
11.18 - Applications of non-gaussian distributions.mp4	79.04MB
11.19 - Co-variance.mp4	28.65MB
11.1 - Introduction to Probability and Statistics.mp4	21.87MB
11.20 - Pearson Correlation Coefficient.mp4	51.66MB
11.21 - Spearman Rank Correlation Coefficient.mp4	23.79MB
11.22 - Correlation vs Causation.mp4	12.85MB
11.23 - How to use correlations.mp4	29.43MB
11.24 - Confidence interval (C.I) Introduction.mp4	18.56MB
11.25 - Computing confidence interval given the underlying distribution.mp4	25.94MB
11.26 - C.I for mean of a normal random variable.mp4	35.54MB
11.27 - Confidence interval using bootstrapping.mp4	44.98MB
11.28 - Hypothesis testing methodology, Null-hypothesis, p-value.mp4	21.45MB
11.29 - Hypothesis Testing Intution with coin toss example.mp4	64.19MB
11.2 - Population and Sample.mp4	17.35MB
11.30 - Resampling and permutation test.mp4	31.46MB
11.31 - K-S Test for similarity of two distributions.mp4	59.89MB
11.32 - Code Snippet K-S Test.mp4	13.98MB
11.33 - Hypothesis testing another example.mp4	44.04MB
11.34 - Resampling and Permutation test another example.mp4	46.40MB
11.35 - How to use hypothesis testing.mp4	59.57MB
11.36 - Proportional Sampling.mp4	44.46MB
11.3 - GaussianNormal Distribution and its PDF(Probability Density Function).mp4.mkv	56.93MB
11.4 - CDF(Cumulative Distribution function) of GaussianNormal distribution.mp4	21.52MB
11.5 - Symmetric distribution, Skewness and Kurtosis.mp4	15.66MB
11.6 - Standard normal variate (Z) and standardization.mp4	11.04MB
11.7 - Kernel density estimation.mp4	23.56MB
11.8 - Sampling distribution & Central Limit theorem.mp4	25.55MB
11.9 - Q-Q plotHow to test if a random variable is normally distributed or not.mp4	101.62MB
13.10 - Code to Load MNIST Data Set.mp4	33.99MB
13.1 - What is Dimensionality reduction.mp4	4.57MB
13.2 - Row Vector and Column Vector.mp4	8.27MB
13.3 - How to represent a data set.mp4	5.38MB
13.4 - How to represent a dataset as a Matrix..mp4	16.56MB
13.5 - Data Preprocessing Feature Normalisation.mkv	24.48MB
13.6 - Mean of a data matrix.mp4	12.10MB
13.7 - Data Preprocessing Column Standardization.mp4	36.52MB
13.8 - Co-variance of a Data Matrix.mp4	33.32MB
13.9 - MNIST dataset (784 dimensional).mp4	34.84MB
14.10 - PCA for dimensionality reduction (not-visualization).mp4	32.32MB
14.1 - Why learn PCA.mp4	9.30MB
14.2 - Geometric intuition of PCA.mp4	20.34MB
14.3 - Mathematical objective function of PCA.mp4	27.25MB
14.4 - Alternative formulation of PCA Distance minimization.mp4	22.86MB
14.5 - Eigen values and Eigen vectors (PCA) Dimensionality reduction.mp4	32.13MB
14.6 - PCA for Dimensionality Reduction and Visualization.mp4	22.78MB
14.7 - Visualize MNIST dataset.mp4	15.27MB
14.8 - Limitations of PCA.mp4.mkv	9.45MB
14.9 - PCA Code example.mp4	85.47MB
15.1 - What is t-SNE.mp4	15.94MB
15.2 - Neighborhood of a point, Embedding.mp4	14.68MB
15.3 - Geometric intuition of t-SNE.mp4	20.04MB
15.4 - Crowding Problem.mp4	19.21MB
15.5 - How to apply t-SNE and interpret its output.mp4	67.34MB
15.6 - t-SNE on MNIST.mp4	21.46MB
15.7 - Code example of t-SNE.mp4	27.72MB
17.10 - Avg-Word2Vec, tf-idf weighted Word2Vec.mp4	21.50MB
17.11 - Bag of Words( Code Sample).mp4	68.92MB
17.12 - Text Preprocessing( Code Sample).mp4	57.63MB
17.13 - Bi-Grams and n-grams (Code Sample).mp4	23.39MB
17.14 - TF-IDF (Code Sample).mp4	17.67MB
17.15 - Word2Vec (Code Sample).mp4	53.98MB
17.16 - Avg-Word2Vec and TFIDF-Word2Vec (Code Sample).mp4	9.51MB
17.1 - Dataset overview Amazon Fine Food reviews(EDA).mp4	111.00MB
17.2 - Data Cleaning Deduplication.mp4	68.36MB
17.3 - Why convert text to a vector.mp4	32.48MB
17.4 - Bag of Words (BoW).mp4	71.29MB
17.6 - uni-gram, bi-gram, n-grams..mp4	33.99MB
17.7 - tf-idf (term frequency- inverse document frequency).mp4	52.87MB
17.8 - Why use log in IDF.mp4	33.03MB
17.9 - Word2Vec..mp4	39.85MB
18.10 - KNN Limitations.mp4	22.74MB
18.11 - Decision surface for K-NN as K changes.mp4	54.51MB
18.12 - Overfitting and Underfitting.mp4	54.44MB
18.13 - Need for Cross validation.mp4	52.39MB
18.14 - K-fold cross validation.mp4	44.21MB
18.15 - Visualizing train, validation and test datasets.mp4	38.58MB
18.16 - How to determine overfitting and underfitting.mp4	46.03MB
18.17 - Time based splitting.mp4	44.49MB
18.18 - k-NN for regression.mp4	12.90MB
18.19 - Weighted k-NN.mp4	17.64MB
18.1 - How “Classification” works.mp4	24.54MB
18.20 - Voronoi diagram.mp4	13.26MB
18.21 - Binary search tree.mp4	40.19MB
18.22 - How to build a kd-tree.mp4	44.40MB
18.23 - Find nearest neighbours using kd-tree.mp4	44.02MB
18.24 - Limitations of Kd tree.mp4	19.72MB
18.25 - Extensions.mp4	18.60MB
18.26 - Hashing vs LSH.mp4	23.93MB
18.27 - LSH for cosine similarity.mp4	96.00MB
18.28 - LSH for euclidean distance.mp4	30.36MB
18.29 - Probabilistic class label.mp4	18.65MB
18.2 - Data matrix notation.mp4	15.70MB
18.30 - Code SampleDecision boundary ..mp4	95.52MB
18.31 - Code SampleCross Validation.mp4	55.79MB
18.3 - Classification vs Regression (examples).mp4	14.15MB
18.4 - K-Nearest Neighbours Geometric intuition with a toy example.mp4	27.24MB
18.5 - Failure cases of KNN.mp4	18.68MB
18.6 - Distance measures Euclidean(L2) , Manhattan(L1), Minkowski, Hamming.mp4	46.72MB
18.7 - Cosine Distance & Cosine Similarity.mp4	44.47MB
18.8 - How to measure the effectiveness of k-NN.mp4	38.86MB
18.9 - TestEvaluation time and space complexity.mp4	29.34MB
191x70xai-logo2.png.pagespeed.ic.tQcj-DGwlZ.webp	5.27KB
2.10 - Control flow for loop.mp4.mkv	29.43MB
2.11 - Control flow break and continue.mp4	15.39MB
2.1 - Python, Anaconda and relevant packages installations.mp4.mkv	39.72MB
2.2 - Why learn Python.mp4	5.13MB
2.3 - Keywords and identifiers.mp4	18.45MB
2.4 - comments, indentation and statements.mp4	12.63MB
2.5 - Variables and data types in Python.mp4.mkv	71.78MB
2.6 - Standard Input and Output.mp4	19.04MB
2.7 - Operators.mp4	20.64MB
2.8 - Control flow if else.mp4	14.30MB
2.9 - Control flow while loop.mp4	46.84MB
20.10 - Local reachability-density(A).mp4	21.13MB
20.11 - Local outlier Factor(A).mp4	86.75MB
20.12 - Impact of Scale & Column standardization.mp4	30.80MB
20.13 - Interpretability.mp4	29.01MB
20.14 - Feature Importance and Forward Feature selection.mp4	52.81MB
20.15 - Handling categorical and numerical features.mp4	58.17MB
20.16 - Handling missing values by imputation.mp4	52.49MB
20.17 - curse of dimensionality.mp4	94.95MB
20.18 - Bias-Variance tradeoff.mp4	84.12MB
20.19 - Intuitive understanding of bias-variance..mp4	15.21MB
20.1 - Introduction.mp4	10.85MB
20.21 - best and wrost case of algorithm.mp4	14.63MB
20.2 - Imbalanced vs balanced dataset.mp4	55.74MB
20.3 - Multi-class classification.mp4	28.20MB
20.4 - k-NN, given a distance or similarity matrix.mp4	20.14MB
20.5 - Train and test set differences.mp4	51.91MB
20.6 - Impact of outliers.mp4	16.82MB
20.7 - Local outlier Factor (Simple solution Mean distance to Knn).mp4	36.81MB
20.8 - k distance.mp4	8.45MB
20.9 - Reachability-Distance(A,B).mp4	22.40MB
21.1 - Accuracy.mp4	34.84MB
21.2 - Confusion matrix, TPR, FPR, FNR, TNR.mp4	59.44MB
21.3 - Precision and recall, F1-score.mp4	26.02MB
21.4 - Receiver Operating Characteristic Curve (ROC) curve and AUC.mp4	48.25MB
21.5 - Log-loss.mp4	32.18MB
21.6 - R-SquaredCoefficient of determination.mp4	49.49MB
21.7 - Median absolute deviation (MAD).mp4	12.10MB
21.8 - Distribution of errors.mp4	16.40MB
23.10 - Bias and Variance tradeoff.mp4	33.72MB
23.11 - Feature importance and interpretability.mp4	24.46MB
23.12 - Imbalanced data.mp4	34.49MB
23.13 - Outliers.mp4	12.85MB
23.14 - Missing values.mp4	7.23MB
23.15 - Handling Numerical features (Gaussian NB).mp4	35.03MB
23.16 - Multiclass classification.mp4	4.37MB
23.17 - Similarity or Distance matrix.mp4	6.35MB
23.18 - Large dimensionality.mp4	5.23MB
23.19 - Best and worst cases.mp4	18.04MB
23.1 - Conditional probability.mp4	33.97MB
23.20 - Code example.mp4	38.64MB
23.2 - Independent vs Mutually exclusive events.mp4	15.91MB
23.3 - Bayes Theorem with examples.mp4	75.11MB
23.5 - Naive Bayes algorithm.mp4	116.76MB
23.6 - Toy example Train and test stages.mp4	115.88MB
23.7 - Naive Bayes on Text data.mp4	36.99MB
23.8 - LaplaceAdditive Smoothing.mp4	57.77MB
23.9 - Log-probabilities for numerical stability.mp4	26.97MB
24.10 - Column Standardization.mp4	10.90MB
24.11 - Feature importance and Model interpretability.mp4	33.57MB
24.12 - Collinearity of features.mp4	33.54MB
24.13 - TestRun time space and time complexity.mp4	25.29MB
24.14 - Real world cases.mp4	25.79MB
24.15 - Non-linearly separable data & feature engineering.mp4	67.44MB
24.16 - Code sample Logistic regression, GridSearchCV, RandomSearchCV.mp4	106.88MB
24.18 - Extensions to Generalized linear models.mp4	25.50MB
24.1 - Geometric intuition of Logistic Regression.mp4	75.95MB
24.2 - Sigmoid function Squashing.mp4	90.08MB
24.3 - Mathematical formulation of Objective function.mp4	57.05MB
24.4 - Weight vector.mp4	25.06MB
24.5 - L2 Regularization Overfitting and Underfitting.mp4	62.19MB
24.6 - L1 regularization and sparsity.mp4	25.88MB
24.7 - Probabilistic Interpretation Gaussian Naive Bayes.mp4	71.48MB
24.8 - Loss minimization interpretation.mp4	46.56MB
24.9 - hyperparameters and random search.mp4	52.85MB
25.1 - Geometric intuition of Linear Regression.mp4	31.57MB
25.2 - Mathematical formulation.mp4	33.50MB
25.3 - Real world Cases.mp4	19.41MB
25.4 - Code sample for Linear Regression.mp4	53.44MB
26.10 - Logistic regression formulation revisited.mp4	13.48MB
26.11 - Why L1 regularization creates sparsity.mp4	43.27MB
26.12 - Assignment 6 Implement SGD for linear regression.mp4	14.40MB
26.1 - Differentiation.mp4	69.19MB
26.2 - Online differentiation tools.mp4	49.08MB
26.3 - Maxima and Minima.mp4	28.38MB
26.4 - Vector calculus Grad.mp4	23.87MB
26.5 - Gradient descent geometric intuition.mp4	44.45MB
26.6 - Learning rate.mp4	17.42MB
26.7 - Gradient descent for linear regression.mp4	18.36MB
26.8 - SGD algorithm.mp4	24.93MB
26.9 - Constrained Optimization & PCA.mp4	34.05MB
28.10 - Train and run time complexities.mp4	18.54MB
28.11 - nu-SVM control errors and support vectors.mp4	16.24MB
28.12 - SVM Regression.mp4	18.63MB
28.13 - Cases.mp4	21.06MB
28.14 - Code Sample.mp4	63.74MB
28.1 - Geometric Intution.mp4	47.11MB
28.2 - Mathematical derivation.mp4	81.39MB
28.3 - Why we take values +1 and and -1 for Support vector planes.mp4	19.97MB
28.4 - Loss function (Hinge Loss) based interpretation.mp4	44.27MB
28.5 - Dual form of SVM formulation.mp4	40.16MB
28.6 - kernel trick.mp4	23.77MB
28.7 - Polynomial Kernel.mp4	27.51MB
28.8 - RBF-Kernel.mp4	52.00MB
28.9 - Domain specific Kernels.mp4	16.52MB
286970511789757	181.16KB
3.1 - Lists.mp4	141.28MB
3.2 - Tuples part 1.mp4	26.17MB
3.3 - Tuples part-2.mp4	10.71MB
3.4 - Sets.mp4	48.23MB
3.5 - Dictionary.mp4	61.96MB
3.6 - Strings.mp4	46.11MB
30.10 - Overfitting and Underfitting.mp4	17.71MB
30.11 - Train and Run time complexity.mp4	16.00MB
30.12 - Regression using Decision Trees.mp4	21.97MB
30.13 - Cases.mp4	29.68MB
30.14 - Code Samples.mp4	40.79MB
30.1 - Geometric Intuition of decision tree Axis parallel hyperplanes.mp4	42.57MB
30.2 - Sample Decision tree.mp4	21.30MB
30.3 - Building a decision TreeEntropy.mp4	44.38MB
30.4 - Building a decision TreeInformation Gain.mp4	25.01MB
30.5 - Building a decision Tree Gini Impurity.mp4	16.80MB
30.6 - Building a decision Tree Constructing a DT.mp4	57.43MB
30.7 - Building a decision Tree Splitting numerical features.mp4	18.05MB
30.8 - Feature standardization.mp4	9.82MB
30.9 - Building a decision TreeCategorical features with many possible values.mp4	20.41MB
32.10 - Residuals, Loss functions and gradients.mp4	30.37MB
32.11 - Gradient Boosting.mp4	28.68MB
32.12 - Regularization by Shrinkage.mp4	22.07MB
32.13 - Train and Run time complexity.mp4	14.22MB
32.14 - XGBoost Boosting + Randomization.mp4	62.64MB
32.15 - AdaBoost geometric intuition.mp4	16.79MB
32.16 - Stacking models.mp4	92.87MB
32.17 - Cascading classifiers.mp4	34.59MB
32.18 - Kaggle competitions vs Real world.mp4	23.23MB
32.1 - What are ensembles.mp4	13.68MB
32.2 - Bootstrapped Aggregation (Bagging) Intuition.mp4	41.95MB
32.3 - Random Forest and their construction.mp4	35.02MB
32.4 - Bias-Variance tradeoff.mp4	16.56MB
32.5 - Train and run time complexity.mp4	20.38MB
32.6 - BaggingCode Sample.mp4	18.93MB
32.7 - Extremely randomized trees.mp4	21.79MB
32.8 - Random Tree Cases.mp4	13.81MB
32.9 - Boosting Intuition.mp4	39.67MB
33.10 - Indicator variables.mp4	16.16MB
33.11 - Feature binning.mp4	33.87MB
33.12 - Interaction variables.mp4	19.95MB
33.13 - Mathematical transforms.mp4	9.75MB
33.14 - Model specific featurizations.mp4	20.96MB
33.15 - Feature orthogonality.mp4	27.22MB
33.16 - Domain specific featurizations.mp4	8.71MB
33.17 - Feature slicing.mp4	22.46MB
33.18 - Kaggle Winners solutions.mp4	45.56MB
33.1 - Introduction.mp4	35.26MB
33.2 - Moving window for Time Series Data.mp4	58.84MB
33.3 - Fourier decomposition.mp4	53.67MB
33.4 - Deep learning features LSTM.mp4	18.37MB
33.5 - Image histogram.mp4	36.81MB
33.6 - Keypoints SIFT..mp4	38.35MB
33.7 - Deep learning features CNN.mp4	9.32MB
33.8 - Relational data.mp4	26.74MB
33.9 - Graph data.mp4	29.92MB
34.10 - AB testing..mp4	54.43MB
34.11 - Data Science Life cycle.mp4.mkv	60.37MB
34.12 - VC dimension.mp4	68.58MB
34.1 - Calibration of ModelsNeed for calibration.mp4	16.62MB
34.2 - Productionization and deployment of Machine Learning Models.mp4.mkv	267.27MB
34.3 - Calibration Plots..mp4	39.06MB
34.4 - Platt’s CalibrationScaling..mp4	26.70MB
34.5 - Isotonic Regression.mp4	24.66MB
34.6 - Code Samples.mp4	20.38MB
34.7 - Modeling in the presence of outliers RANSAC.mp4	47.11MB
34.8 - Productionizing models.mp4	46.16MB
34.9 - Retraining models periodically..mp4	19.83MB
35.10 - K-Medoids.mp4	45.26MB
35.11 - Determining the right K.mp4	10.51MB
35.12 - Code Samples.mp4	30.76MB
35.13 - Time and space complexity.mp4	7.86MB
35.1 - What is Clustering.mp4	24.01MB
35.2 - Unsupervised learning.mp4	8.07MB
35.3 - Applications.mp4	60.10MB
35.4 - Metrics for Clustering.mp4	30.20MB
35.5 - K-Means Geometric intuition, Centroids.mp4	21.12MB
35.6 - K-Means Mathematical formulation Objective function.mp4	25.93MB
35.7 - K-Means Algorithm..mp4	25.48MB
35.8 - How to initialize K-Means++.mp4	61.98MB
35.9 - Failure casesLimitations.mp4	43.96MB
36.1 - Agglomerative & Divisive, Dendrograms.mp4	35.28MB
36.2 - Agglomerative Clustering.mp4	33.40MB
36.3 - Proximity methods Advantages and Limitations..mp4	91.85MB
36.4 - Time and Space Complexity.mp4	9.18MB
36.5 - Limitations of Hierarchical Clustering.mp4	11.96MB
36.6 - Code sample.mp4	11.30MB
37.1 - Density based clustering.mp4	11.50MB
37.2 - MinPts and Eps Density.mp4	12.55MB
37.3 - Core, Border and Noise points.mp4	17.65MB
37.4 - Density edge and Density connected points..mp4	12.53MB
37.5 - DBSCAN Algorithm.mp4	30.02MB
37.6 - Hyper Parameters MinPts and Eps.mp4	22.58MB
37.7 - Advantages and Limitations of DBSCAN.mp4	42.61MB
37.8 - Time and Space Complexity.mp4	7.76MB
37.9 - Code samples..mp4	11.88MB
38.10 - Matrix Factorization for recommender systems Netflix Prize Solution.mp4	39.52MB
38.11 - Cold Start problem.mp4	13.76MB
38.12 - Word vectors as MF.mp4	52.81MB
38.13 - Eigen-Faces.mp4	50.49MB
38.14 - Code example..mp4	55.39MB
38.1 - Problem formulation Movie reviews.mp4	84.02MB
38.2 - Content based vs Collaborative Filtering.mp4	26.87MB
38.3 - Similarity based Algorithms.mp4	38.14MB
38.4 - Matrix Factorization PCA, SVD.mp4	54.71MB
38.5 - Matrix Factorization NMF.mp4	7.04MB
38.6 - Matrix Factorization for Collaborative filtering.mp4	54.90MB
38.7 - Matrix Factorization for feature engineering.mp4	20.16MB
38.8 - Clustering as MF.mp4	49.67MB
38.9 - Hyperparameter tuning.mp4	23.90MB
4.10 - Debugging Python.mp4	57.97MB
4.1 - Introduction.mp4	49.56MB
4.2 - Types of functions.mp4	96.07MB
4.3 - Function arguments.mp4	38.05MB
4.4 - Recursive functions.mp4	47.96MB
4.5 - Lambda functions.mp4	21.20MB
4.6 - Modules.mp4	17.36MB
4.7 - Packages.mp4	15.86MB
4.8 - File Handling.mp4	92.90MB
4.9 - Exception Handling.mp4	60.80MB
40.10 - Data Modeling Multi label Classification.mp4	79.97MB
40.11 - Data preparation..mp4	18.75MB
40.12 - Train-Test Split.mp4	6.81MB
40.13 - Featurization.mp4	20.87MB
40.14 - Logistic regression One VS Rest.mp4	32.22MB
40.15 - Sampling data and tags+Weighted models..mp4	21.43MB
40.16 - Logistic regression revisited.mp4	16.25MB
40.17 - Why not use advanced techniques.mp4	6.66MB
40.18 - Assignments..mp4	14.87MB
40.1 - BusinessReal world problem.mp4	48.07MB
40.2 - Business objectives and constraints.mp4	10.39MB
40.3 - Mapping to an ML problem Data overview.mp4	12.88MB
40.4 - Mapping to an ML problemML problem formulation..mp4	18.65MB
40.5 - Mapping to an ML problemPerformance metrics..mp4	74.92MB
40.6 - Hamming loss.mp4	16.83MB
40.8 - EDAAnalysis of tags.mp4	46.37MB
40.9 - EDAData Preprocessing.mp4	45.08MB
41.10 - EDA Feature analysis..mp4	40.39MB
41.11 - EDA Data Visualization T-SNE..mp4	8.69MB
41.12 - EDA TF-IDF weighted Word2Vec featurization..mp4	24.39MB
41.13 - ML Models Loading Data.mp4	25.09MB
41.14 - ML Models Random Model.mp4	16.10MB
41.15 - ML Models Logistic Regression and Linear SVM.mp4	43.65MB
41.16 - ML Models XGBoost.mp4	22.92MB
41.17 - Assignments.mp4	10.41MB
41.1 - BusinessReal world problem Problem definition.mp4	25.15MB
41.2 - Business objectives and constraints..mp4	11.53MB
41.3 - Mapping to an ML problem Data overview.mp4	12.57MB
41.4 - Mapping to an ML problem ML problem and performance metric..mp4	9.49MB
41.5 - Mapping to an ML problem Train-test split.mp4	10.95MB
41.6 - EDA Basic Statistics..mp4	20.51MB
41.7 - EDA Basic Feature Extraction.mp4	39.53MB
41.8 - EDA Text Preprocessing.mp4	23.73MB
41.9 - EDA Advanced Feature Extraction.mp4	131.34MB
42.10 - Text Pre-Processing Tokenization and Stop-word removal.mp4	48.12MB
42.11 - Stemming.mp4	8.66MB
42.13 - Code for bag of words based product similarity.mp4	116.30MB
42.14 - TF-IDF featurizing text based on word-importance.mp4	40.97MB
42.15 - Code for TF-IDF based product similarity.mp4	48.30MB
42.16 - Code for IDF based product similarity.mp4	39.54MB
42.18 - Code for Average Word2Vec product similarity.mp4	71.29MB
42.19 - TF-IDF weighted Word2Vec.mp4	19.71MB
42.20 - Code for IDF weighted Word2Vec product similarity.mp4	22.41MB
42.21 - Weighted similarity using brand and color.mp4	21.88MB
42.22 - Code for weighted similarity.mp4	34.31MB
42.23 - Building a real world solution.mp4	13.16MB
42.25 - Using Keras + Tensorflow to extract features.mp4	33.08MB
42.26 - Visual similarity based product similarity.mp4	26.36MB
42.27 - Measuring goodness of our solution AB testing.mp4	16.43MB
42.2 - Plan of action.mp4	25.66MB
42.3 - Amazon product advertising API.mp4	13.29MB
42.4 - Data folders and paths.mp4	15.75MB
42.5 - Overview of the data and Terminology.mp4	45.88MB
42.6 - Data cleaning and understandingMissing data in various features.mp4	94.76MB
42.7 - Understand duplicate rows.mp4	24.66MB
42.8 - Remove duplicates Part 1.mp4	49.34MB
42.9 - Remove duplicates Part 2.mp4	61.63MB
43.10 - ML models – using byte files only Random Model.mp4	39.41MB
43.11 - k-NN.mp4	21.36MB
43.12 - Logistic regression.mp4	21.05MB
43.13 - Random Forest and Xgboost.mp4	30.03MB
43.14 - ASM Files Feature extraction & Multiprocessing..mp4	44.69MB
43.15 - File-size feature.mp4	4.48MB
43.16 - Univariate analysis.mp4	8.58MB
43.17 - t-SNE analysis..mp4	9.59MB
43.18 - ML models on ASM file features.mp4	38.47MB
43.19 - Models on all features t-SNE.mp4	8.57MB
43.1 - Businessreal world problem Problem definition.mp4	22.49MB
43.20 - Models on all features RandomForest and Xgboost.mp4	16.45MB
43.21 - Assignments..mp4	9.31MB
43.2 - Businessreal world problem Objectives and constraints.mp4	16.06MB
43.3 - Machine Learning problem mapping Data overview..mp4	47.46MB
43.4 - Machine Learning problem mapping ML problem.mp4	28.63MB
43.5 - Machine Learning problem mapping Train and test splitting.mp4	10.92MB
43.6 - Exploratory Data Analysis Class distribution..mp4	8.20MB
43.7 - Exploratory Data Analysis Feature extraction from byte files.mp4	30.94MB
43.9 - Exploratory Data Analysis Train-Test class distribution.mp4	6.07MB
44.10 - Exploratory Data AnalysisCold start problem.mp4	10.24MB
44.11 - Computing Similarity matricesUser-User similarity matrix.mp4	67.94MB
44.12 - Computing Similarity matricesMovie-Movie similarity.mp4	13.60MB
44.13 - Computing Similarity matricesDoes movie-movie similarity work.mp4	25.51MB
44.14 - ML ModelsSurprise library.mp4	26.87MB
44.15 - Overview of the modelling strategy..mp4	30.84MB
44.16 - Data Sampling..mp4	10.47MB
44.17 - Google drive with intermediate files.mp4	4.46MB
44.18 - Featurizations for regression..mp4	38.10MB
44.19 - Data transformation for Surprise..mp4	6.49MB
44.1 - BusinessReal world problemProblem definition.mp4	27.56MB
44.20 - Xgboost with 13 features.mp4	22.97MB
44.21 - Surprise Baseline model..mp4	25.98MB
44.22 - Xgboost + 13 features +Surprise baseline model.mp4	9.66MB
44.23 - Surprise KNN predictors.mp4	66.20MB
44.24 - Matrix Factorization models using Surprise.mp4	14.95MB
44.25 - SVD ++ with implicit feedback.mp4	26.84MB
44.26 - Final models with all features and predictors..mp4	15.23MB
44.27 - Comparison between various models..mp4	11.64MB
44.28 - Assignments..mp4	18.62MB
44.2 - Objectives and constraints.mp4	23.53MB
44.3 - Mapping to an ML problemData overview..mp4	9.64MB
44.4 - Mapping to an ML problemML problem formulation.mp4	12.36MB
44.5 - Exploratory Data AnalysisData preprocessing.mp4	27.30MB
44.6 - Exploratory Data AnalysisTemporal Train-Test split..mp4	12.71MB
44.7 - Exploratory Data AnalysisPreliminary data analysis..mp4	36.66MB
44.8 - Exploratory Data AnalysisSparse matrix representation.mp4	29.78MB
44.9 - Exploratory Data AnalysisAverage ratings for various slices.mp4	15.76MB
45.10 - Univariate AnalysisVariation Feature.mp4	77.26MB
45.11 - Univariate AnalysisText feature.mp4	69.68MB
45.12 - Machine Learning ModelsData preparation.mp4	40.54MB
45.13 - Baseline Model Naive Bayes.mp4	115.39MB
45.14 - K-Nearest Neighbors Classification.mp4	41.67MB
45.15 - Logistic Regression with class balancing.mp4	46.15MB
45.16 - Logistic Regression without class balancing.mp4	17.53MB
45.17 - Linear-SVM..mp4	30.54MB
45.18 - Random-Forest with one-hot encoded features.mp4	34.63MB
45.19 - Random-Forest with response-coded features.mp4	26.20MB
45.1 - BusinessReal world problem Overview.mp4	44.18MB
45.20 - Stacking Classifier.mp4	38.29MB
45.21 - Majority Voting classifier.mp4	20.69MB
45.22 - Assignments..mp4	20.90MB
45.2 - Business objectives and constraints..mp4	29.10MB
45.3 - ML problem formulation Data.mp4	23.76MB
45.4 - ML problem formulation Mapping real world to ML problem..mp4	66.05MB
45.5 - ML problem formulation Train, CV and Test data construction.mp4	10.60MB
45.6 - Exploratory Data AnalysisReading data & preprocessing.mp4	33.46MB
45.7 - Exploratory Data AnalysisDistribution of Class-labels.mp4	29.82MB
45.8 - Exploratory Data Analysis “Random” Model.mp4	78.38MB
45.9 - Univariate AnalysisGene feature.mp4	144.17MB
46.10 - Data Cleaning Speed..mp4	18.93MB
46.11 - Data Cleaning Distance..mp4	6.91MB
46.12 - Data Cleaning Fare.mp4	16.60MB
46.13 - Data Cleaning Remove all outlierserroneous points.mp4	11.35MB
46.14 - Data PreparationClusteringSegmentation.mp4	79.44MB
46.15 - Data PreparationTime binning.mp4	24.29MB
46.16 - Data PreparationSmoothing time-series data..mp4	10.44MB
46.17 - Data PreparationSmoothing time-series data cont...mp4	11.05MB
46.18 - Data Preparation Time series and Fourier transforms..mp4	29.68MB
46.19 - Ratios and previous-time-bin values.mp4	22.29MB
46.1 - BusinessReal world problem Overview.mp4	46.90MB
46.20 - Simple moving average.mp4	32.11MB
46.21 - Weighted Moving average..mp4	14.82MB
46.22 - Exponential weighted moving average.mp4	24.49MB
46.23 - Results..mp4	14.87MB
46.24 - Regression models Train-Test split & Features.mp4	33.93MB
46.25 - Linear regression..mp4	10.06MB
46.26 - Random Forest regression.mp4	18.04MB
46.27 - Xgboost Regression.mp4	8.15MB
46.28 - Model comparison.mp4	19.61MB
46.29 - Assignment..mp4	20.51MB
46.2 - Objectives and Constraints.mp4	38.57MB
46.3 - Mapping to ML problem Data.mp4	35.97MB
46.4 - Mapping to ML problem dask dataframes.mp4	35.06MB
46.5 - Mapping to ML problem FieldsFeatures..mp4	22.91MB
46.6 - Mapping to ML problem Time series forecastingRegression.mp4	18.08MB
46.7 - Mapping to ML problem Performance metrics.mp4	25.66MB
46.8 - Data Cleaning Latitude and Longitude data.mp4	21.30MB
46.9 - Data Cleaning Trip Duration..mp4	22.95MB
47.10 - Backpropagation..mp4	73.03MB
47.11 - Activation functions.mp4	43.48MB
47.12 - Vanishing Gradient problem..mp4	82.32MB
47.13 - Bias-Variance tradeoff..mp4	35.16MB
47.14 - Decision surfaces Playground.mp4	58.37MB
47.1 - History of Neural networks and Deep Learning..mp4	59.74MB
47.2 - How Biological Neurons work.mp4	19.60MB
47.3 - Growth of biological neural networks.mp4	46.01MB
47.4 - Diagrammatic representation Logistic Regression and Perceptron.mp4	40.83MB
47.5 - Multi-Layered Perceptron (MLP)..mp4	56.34MB
47.6 - Notation.mp4	69.02MB
47.7 - Training a single-neuron model..mp4	68.29MB
47.8 - Training an MLP Chain Rule.mp4	102.08MB
47.9 - Training an MLPMemoization.mp4	37.34MB
48.10 - Nesterov Accelerated Gradient (NAG).mp4	19.54MB
48.11 - OptimizersAdaGrad.mp4	34.51MB
48.12 - Optimizers Adadelta andRMSProp.mp4	20.67MB
48.13 - Adam.mp4	27.05MB
48.14 - Which algorithm to choose when.mp4	21.27MB
48.15 - Gradient Checking and clipping.mp4	24.39MB
48.16 - Softmax and Cross-entropy for multi-class classification..mp4	85.89MB
48.17 - How to train a Deep MLP.mp4	18.66MB
48.18 - Auto Encoders..mp4	97.55MB
48.19 - Word2Vec CBOW.mp4	65.67MB
48.1 - Deep Multi-layer perceptrons1980s to 2010s.mp4	42.42MB
48.20 - Word2Vec Skip-gram.mp4	51.96MB
48.21 - Word2Vec Algorithmic Optimizations..mp4	46.75MB
48.2 - Dropout layers & Regularization..mp4	81.11MB
48.3 - Rectified Linear Units (ReLU)..mp4	102.05MB
48.4 - Weight initialization..mp4	54.24MB
48.5 - Batch Normalization..mp4	56.28MB
48.6 - OptimizersHill-descent analogy in 2D.mp4	45.96MB
48.7 - OptimizersHill descent in 3D and contours..mp4	71.27MB
48.8 - SGD Recap.mp4	47.28MB
48.9 - Batch SGD with momentum..mp4	85.03MB
49.10 - Model 3 Batch Normalization..mp4	38.74MB
49.11 - Model 4 Dropout..mp4	24.25MB
49.12 - MNIST classification in Keras..mp4	86.71MB
49.13 - Hyperparameter tuning in Keras..mp4	31.04MB
49.14 - Exercise Try different MLP architectures on MNIST dataset..mp4	15.64MB
49.1 - Tensorflow and Keras overview.mp4	75.69MB
49.2 - GPU vs CPU for Deep Learning..mp4	58.82MB
49.3 - Google Colaboratory..mp4	21.68MB
49.4 - Install TensorFlow.mp4	29.20MB
49.5 - Online documentation and tutorials.mp4	26.82MB
49.6 - Softmax Classifier on MNIST dataset..mp4	140.09MB
49.7 - MLP Initialization.mp4	51.00MB
49.8 - Model 1 Sigmoid activation.mp4	94.95MB
49.9 - Model 2 ReLU activation..mp4	28.50MB
5.1 - Numpy Introduction.mp4	157.08MB
5.2 - Numerical operations on Numpy.mp4	156.02MB
50.10 - Data Augmentation..mp4	20.97MB
50.11 - Convolution Layers in Keras.mp4	72.93MB
50.12 - AlexNet.mp4	73.43MB
50.13 - VGGNet.mp4	47.14MB
50.14 - Residual Network..mp4	108.53MB
50.15 - Inception Network..mp4	76.48MB
50.16 - What is Transfer learning..mp4	80.61MB
50.17 - Code example Cats vs Dogs..mp4	80.46MB
50.18 - Code Example MNIST dataset..mp4	25.16MB
50.19 - Assignment Try various CNN networks on MNIST dataset..mp4	17.13MB
50.1 - Biological inspiration Visual Cortex.mp4	46.12MB
50.2 - ConvolutionEdge Detection on images..mp4	115.95MB
50.3 - ConvolutionPadding and strides.mp4	73.44MB
50.4 - Convolution over RGB images..mp4	41.54MB
50.5 - Convolutional layer..mp4	60.16MB
50.6 - Max-pooling..mp4	27.00MB
50.7 - CNN Training Optimization.mp4	22.20MB
50.8 - Example CNN LeNet [1998].mp4	36.83MB
50.9 - ImageNet dataset..mp4	33.31MB
51.10 - Code example IMDB Sentiment classification.mp4	122.78MB
51.11 - Exercise Amazon Fine Food reviews LSTM model..mp4	12.31MB
51.1 - Why RNNs.mp4	53.06MB
51.2 - Recurrent Neural Network..mp4	105.18MB
51.3 - Training RNNs Backprop..mp4	63.47MB
51.4 - Types of RNNs..mp4	49.36MB
51.5 - Need for LSTMGRU..mp4	30.39MB
51.6 - LSTM..mp4	137.09MB
51.7 - GRUs..mp4	26.01MB
51.8 - Deep RNN..mp4	15.34MB
51.9 - Bidirectional RNN..mp4	27.75MB
53.10 - NVIDIA’s end to end CNN model..mp4	103.55MB
53.11 - Train the model..mp4	61.23MB
53.12 - Test and visualize the output..mp4	113.79MB
53.13 - Extensions..mp4	15.96MB
53.14 - Assignment..mp4	7.51MB
53.1 - Self Driving Car Problem definition..mp4	36.32MB
53.2 - Datasets..mp4	38.12MB
53.3 - Data understanding & Analysis Files and folders..mp4	11.48MB
53.4 - Dash-cam images and steering angles..mp4	26.75MB
53.5 - Split the dataset Train vs Test.mp4	5.38MB
53.6 - EDA Steering angles.mp4	15.37MB
53.7 - Mean Baseline model simple.mp4	10.86MB
53.8 - Deep-learning modelDeep Learning for regression CNN, CNN+RNN.mp4	23.46MB
53.9 - Batch load the dataset..mp4	25.36MB
54.10 - MIDI music generation..mp4	22.51MB
54.11 - Survey blog.mp4	23.49MB
54.1 - Real-world problem.mp4	41.57MB
54.2 - Music representation.mp4	51.67MB
54.3 - Char-RNN with abc-notation Char-RNN model.mp4	86.88MB
54.4 - Char-RNN with abc-notation Data preparation..mp4	131.69MB
54.5 - Char-RNN with abc-notationMany to Many RNN ,TimeDistributed-Dense layer.mp4	65.10MB
54.6 - Char-RNN with abc-notation State full RNN.mp4	40.14MB
54.7 - Char-RNN with abc-notation Model architecture,Model training..mp4	50.66MB
54.8 - Char-RNN with abc-notation Music generation..mp4	35.56MB
54.9 - Char-RNN with abc-notation Generate tabla music.mp4	12.98MB
55.1 - Human Activity Recognition Problem definition.mp4	21.64MB
55.2 - Dataset understanding.mp4	81.74MB
55.3 - Data cleaning & preprocessing.mp4	10.91MB
55.4 - EDAUnivariate analysis..mp4	18.96MB
55.5 - EDAData visualization using t-SNE.mp4	20.20MB
55.6 - Classical ML models..mp4	44.63MB
55.7 - Deep-learning Model..mp4	44.86MB
55.8 - Exercise Build deeper LSTM models and hyper-param tune them.mp4	8.26MB
56.10 - Feature engineering on GraphsJaccard & Cosine Similarities.mp4	49.52MB
56.11 - PageRank.mp4	54.50MB
56.12 - Shortest Path.mp4	10.22MB
56.13 - Connected-components.mp4	45.61MB
56.14 - Adar Index.mp4	34.18MB
56.15 - Kartz Centrality.mp4	19.27MB
56.16 - HITS Score.mp4	35.39MB
56.17 - SVD.mp4	31.47MB
56.18 - Weight features.mp4	17.15MB
56.19 - Modeling.mp4	39.23MB
56.1 - Problem definition..mp4	17.38MB
56.2 - Overview of Graphs nodevertex, edgelink, directed-edge, path..mp4	23.47MB
56.3 - Data format & Limitations..mp4	27.69MB
56.4 - Mapping to a supervised classification problem..mp4	21.42MB
56.5 - Business constraints & Metrics..mp4	19.66MB
56.6 - EDABasic Stats.mp4	38.92MB
56.7 - EDAFollower and following stats..mp4	34.07MB
56.8 - EDABinary Classification Task.mp4	47.73MB
56.9 - EDATrain and test split..mp4	36.76MB
57.10 - ORDER BY.mp4	19.70MB
57.11 - DISTINCT.mp4	28.11MB
57.12 - WHERE, Comparison operators, NULL.mp4	44.82MB
57.13 - Logical Operators.mp4	88.27MB
57.14 - Aggregate Functions COUNT, MIN, MAX, AVG, SUM.mp4	22.20MB
57.15 - GROUP BY.mp4	42.21MB
57.16 - HAVING.mp4	44.79MB
57.17 - Order of keywords..mp4	15.18MB
57.18 - Join and Natural Join.mp4	39.34MB
57.19 - Inner, Left, Right and Outer joins..mp4	83.53MB
57.1 - Introduction to Databases.mp4	62.61MB
57.20 - Sub QueriesNested QueriesInner Queries.mp4	90.52MB
57.21 - DMLINSERT.mp4	24.27MB
57.22 - DMLUPDATE , DELETE.mp4	19.13MB
57.23 - DDLCREATE TABLE.mp4	44.17MB
57.24 - DDLALTER ADD, MODIFY, DROP.mp4	13.66MB
57.25 - DDLDROP TABLE, TRUNCATE, DELETE.mp4	11.26MB
57.26 - Data Control Language GRANT, REVOKE.mp4	138.66MB
57.27 - Learning resources.mp4	35.48MB
57.2 - Why SQL.mp4	34.06MB
57.3 - Execution of an SQL statement..mp4	16.97MB
57.4 - IMDB dataset.mp4	37.85MB
57.5 - Installing MySQL.mp4	37.17MB
57.6 - Load IMDB data..mp4	6.61MB
57.7 - USE, DESCRIBE, SHOW TABLES.mp4	38.84MB
57.8 - SELECT.mp4	58.10MB
57.9 - LIMIT, OFFSET.mp4	26.64MB
6.1 - Getting started with Matplotlib.mp4	54.64MB
7.1 - Getting started with pandas.mp4	31.60MB
7.2 - Data Frame Basics.mp4	25.71MB
7.3 - Key Operations on Data Frames.mp4	90.37MB
8.1 - Space and Time Complexity Find largest number in a list.mp4	47.96MB
8.2 - Binary search.mp4	42.53MB
8.3 - Find elements common in two lists.mp4	13.97MB
8.4 - Find elements common in two lists using a HashtableDict.mp4	30.08MB
9.10 - Percentiles and Quantiles.mp4	21.01MB
9.11 - IQR(Inter Quartile Range) and MAD(Median Absolute Deviation).mp4	13.86MB
9.12 - Box-plot with Whiskers.mp4	20.69MB
9.13 - Violin Plots.mp4	7.95MB
9.14 - Summarizing Plots, Univariate, Bivariate and Multivariate analysis.mp4	19.06MB
9.15 - Multivariate Probability Density, Contour Plot.mp4	22.06MB
9.16 - Exercise Perform EDA on Haberman dataset.mp4	14.51MB
9.1 - Introduction to IRIS dataset and 2D scatter plot.mp4.mkv	68.10MB
9.2 - 3D scatter plot.mp4	13.71MB
9.3 - Pair plots.mp4	23.09MB
9.4 - Limitations of Pair Plots.mp4.webm	3.76MB
9.5 - Histogram and Introduction to PDF(Probability Density Function).mkv	22.19MB
9.6 - Univariate Analysis using PDF.mp4	14.39MB
9.7 - CDF(Cumulative Distribution Function).mp4	24.60MB
9.8 - Mean, Variance and Standard Deviation.mp4	27.28MB
9.9 - Median.mp4	26.62MB
A.animate.css.pagespeed.cf.DpYNIfRuT1.css	70.23KB
A.bootstrap-social.css.pagespeed.cf.ZSRyzM_sut.css	23.78KB
A.eduma.1539063072.css.pagespeed.cf.YI_OezikIu.css	70.49KB
A.flaticon.css.pagespeed.cf.t5uny6oKrs.css	2.70KB
A.jquery.scrollbar.css.pagespeed.cf.cKaYxTj1_t.css	4.90KB
A.lsow-frontend.css.pagespeed.cf.V5z-mTvcVs.css	22.66KB
A.style.css.pagespeed.cf.2TMGnQDExI.css	903.26KB
analytics.js.download	43.10KB
anchor.html	28.08KB
api.js.download	796B
contact-form-7.js.download	27.51KB
css	25.29KB
css(1)	8.96KB
css(2)	4.78KB
custom-script-v2.js.pagespeed.jm.ixuIZPaNLR.js.download	58.17KB
ec.js.download	2.71KB
f.txt	23.01KB
f(1).txt	1.75KB
fbevents.js.download	50.83KB
frontend.download	14.66KB
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gtm.js.download	106.84KB
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