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Title Learn Python for Data Science & Machine Learning from AZ
Category
Size 7.46GB

Files List
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[TGx]Downloaded from torrentgalaxy.to .txt 585B
0 3B
1 15B
10 254.77KB
100 413.55KB
100 - Implementing Random Forests from scratch Part 1.mp4 202.54MB
100 - Implementing Random Forests from scratch Part 1 English.vtt 25.64KB
101 492.85KB
101 - Implementing Random Forests from scratch Part 2.mp4 50.50MB
101 - Implementing Random Forests from scratch Part 2 English.vtt 7.15KB
102 14.13KB
102 - Compare with sklearn implementation.mp4 27.65MB
102 - Compare with sklearn implementation English.vtt 4.36KB
103 370.64KB
103 - Random Forests HyperParameters.mp4 39.66MB
103 - Random Forests HyperParameters English.vtt 5.21KB
104 451.01KB
104 - Random Forests Pros and Cons.mp4 19.69MB
104 - Random Forests Pros and Cons English.vtt 6.78KB
105 322.24KB
105 - What is Boosting.mp4 35.43MB
105 - What is Boosting English.vtt 5.89KB
106 449.69KB
106 - AdaBoost Part 1.mp4 25.52MB
106 - AdaBoost Part 1 English.vtt 4.70KB
107 54.83KB
107 - AdaBoost Part 2.mp4 85.94MB
107 - AdaBoost Part 2 English.vtt 17.67KB
108 538.47KB
108 - SVMipynb 637.42KB
108 - SVM Outline.mp4 35.30MB
108 - SVM Outline English.vtt 6.37KB
109 588.17KB
109 - SVM intuition.mp4 48.86MB
109 - SVM intuition English.vtt 13.56KB
10 - What is Machine Learning.mp4 83.41MB
10 - What is Machine Learning English.vtt 19.68KB
11 33.74KB
110 788.26KB
110 - Hard vs Soft Margins.mp4 65.63MB
110 - Hard vs Soft Margins English.vtt 16.01KB
111 967.72KB
111 - C hyperparameter.mp4 21.05MB
111 - C hyperparameter English.vtt 4.83KB
112 319.91KB
112 - Kernel Trick.mp4 77.04MB
112 - Kernel Trick English.vtt 15.43KB
113 587.17KB
113 - SVM Kernel Types.mp4 126.37MB
113 - SVM Kernel Types English.vtt 22.57KB
113 - SVM RBF Visualization.txt 43B
113 - SVM with polynomial kernel visualization.txt 43B
114 649.75KB
114 - SVM with Linear Dataset Iris.mp4 101.55MB
114 - SVM with Linear Dataset Iris English.vtt 16.85KB
115 835.76KB
115 - SVM with Nonlinear Dataset.mp4 111.54MB
115 - SVM with Nonlinear Dataset English.vtt 15.52KB
116 603.58KB
116 - SVM with Regression.mp4 24.99MB
116 - SVM with Regression English.vtt 6.88KB
117 668.45KB
117 - Kaggle Gender Recognition by Voice and Speech Analysis.txt 49B
117 - Project Voice Gender Recognition using SVM.mp4 39.60MB
117 - Project Voice Gender Recognition using SVM English.vtt 5.38KB
118 142.78KB
118 - UnsupervisedLearning.pdf 636.55KB
118 - Unsupervised Machine Learning Intro.mp4 100.92MB
118 - Unsupervised Machine Learning Intro English.vtt 25.77KB
119 153.06KB
119 - Unsupervised Machine Learning Continued.mp4 83.12MB
119 - Unsupervised Machine Learning Continued English.vtt 25.49KB
11 - Machine Learning Concepts & Algorithms.mp4 77.97MB
11 - Machine Learning Concepts & Algorithms English.vtt 20.20KB
12 471.98KB
120 862.71KB
120 - Data Standardization.mp4 109.61MB
120 - Data Standardization English.vtt 24.74KB
121 45.85KB
121 - PCAipynb 3.28MB
121 - PCA Section Overview.mp4 31.76MB
121 - PCA Section Overview English.vtt 6.17KB
122 75.97KB
122 - What is PCA.mp4 47.26MB
122 - What is PCA English.vtt 12.35KB
123 564.51KB
123 - PCA Drawbacks.mp4 19.43MB
123 - PCA Drawbacks English.vtt 4.26KB
124 703.74KB
124 - Linear Algebra Refresher.txt 43B
124 - PCA Algorithm Steps Mathematics.mp4 57.72MB
124 - PCA Algorithm Steps Mathematics English.vtt 15.86KB
124 - Principal components eigenvectors.txt 43B
125 947.62KB
125 - Covariance Matrix vs SVD.mp4 38.74MB
125 - Covariance Matrix vs SVD English.vtt 5.74KB
125 - SVD details.txt 127B
126 73.94KB
126 - PCA Main Applications.mp4 10.04MB
126 - PCA Main Applications English.vtt 3.43KB
127 384.41KB
127 - cat.png 120.24KB
127 - Compression Ratio.txt 99B
127 - PCA Image Compression.mp4 249.91MB
127 - PCA Image Compression English.vtt 33.51KB
128 658.74KB
128 - PCA Data Preprocessing.mp4 120.45MB
128 - PCA Data Preprocessing English.vtt 17.90KB
129 919.93KB
129 - PCA Biplot and the Screen Plot.mp4 135.59MB
129 - PCA Biplot and the Screen Plot English.vtt 22.22KB
129 - USArrests.csv 1.30KB
12 - What is Deep Learning.mp4 77.80MB
12 - What is Deep Learning English.vtt 13.62KB
13 636.46KB
130 296.96KB
130 - PCA Feature Scaling and Screen Plot.mp4 68.20MB
130 - PCA Feature Scaling and Screen Plot English.vtt 12.28KB
131 443.11KB
131 - PCA Supervised vs Unsupervised.mp4 35.78MB
131 - PCA Supervised vs Unsupervised English.vtt 6.18KB
132 510.26KB
132 - PCA Visualization.mp4 68.01MB
132 - PCA Visualization English.vtt 9.34KB
133 121.10KB
133 - Creating A Data Science Resume.mp4 37.07MB
133 - Creating A Data Science Resume English.vtt 9.15KB
134 980.97KB
134 - Data Science Cover Letter.mp4 22.95MB
134 - Data Science Cover Letter English.vtt 5.17KB
135 111.79KB
135 - How to Contact Recruiters.mp4 24.64MB
135 - How to Contact Recruiters English.vtt 6.37KB
136 771.13KB
136 - Getting Started with Freelancing.mp4 30.24MB
136 - Getting Started with Freelancing English.vtt 6.12KB
137 944.13KB
137 - Top Freelance Websites.mp4 29.54MB
137 - Top Freelance Websites English.vtt 7.36KB
138 257.15KB
138 - Personal Branding.mp4 30.48MB
138 - Personal Branding English.vtt 5.55KB
139 214.84KB
139 - Networking Dos and Donts.mp4 23.69MB
139 - Networking Dos and Donts English.vtt 5.40KB
13 - Machine Learning vs Deep Learning.mp4 75.91MB
13 - Machine Learning vs Deep Learning English.vtt 15.40KB
14 401.78KB
140 740.65KB
140 - Importance of a Website.mp4 15.36MB
140 - Importance of a Website English.vtt 4.14KB
14 - What is Programming.mp4 18.35MB
14 - What is Programming English.vtt 7.92KB
15 851.00KB
15 - ImportingPythonData.pdf 61.55KB
15 - PythonBasics.pdf 127.71KB
15 - Why Python for Data Science.mp4 16.31MB
15 - Why Python for Data Science English.vtt 5.96KB
16 459.09KB
16 - JupyterNotebook.pdf 307.15KB
16 - What is Jupyter.mp4 14.57MB
16 - What is Jupyter English.vtt 5.18KB
17 77.60KB
17 - What is Google Colab.mp4 8.25MB
17 - What is Google Colab English.vtt 4.37KB
18 304.34KB
18 - Python Variables Booleans and None.mp4 38.25MB
18 - Python Variables Booleans and None English.vtt 13.11KB
19 28.67KB
19 - Getting Started with Google Colab.mp4 35.09MB
19 - Getting Started with Google Colab English.vtt 10.76KB
1 - Who is This Course For.mp4 17.16MB
1 - Who is This Course For English.vtt 3.51KB
2 30B
20 723.81KB
20 - Python Operators.mp4 86.76MB
20 - Python Operators English.vtt 27.00KB
21 15.19KB
21 - Python Numbers & Booleans.mp4 25.60MB
21 - Python Numbers & Booleans English.vtt 8.44KB
22 26.11KB
22 - Python Strings.mp4 56.27MB
22 - Python Strings English.vtt 14.06KB
23 244.21KB
23 - Python Conditional Statements.mp4 54.60MB
23 - Python Conditional Statements English.vtt 15.79KB
24 60.39KB
24 - Python For Loops and While Loops.mp4 25.60MB
24 - Python For Loops and While Loops English.vtt 9.36KB
25 742.56KB
25 - Python Lists.mp4 21.43MB
25 - Python Lists English.vtt 6.21KB
26 604.93KB
26 - More about Lists.mp4 60.41MB
26 - More about Lists English.vtt 17.30KB
27 904.66KB
27 - Is it possible to have autocomplete in a notebook in Google Colab.txt 110B
27 - Python Tuples.mp4 54.53MB
27 - Python Tuples English.vtt 12.81KB
28 756.62KB
28 - Python Dictionaries.mp4 104.17MB
28 - Python Dictionaries English.vtt 23.71KB
28 - Python Official Docs on Dictionaries.txt 67B
29 201.37KB
29 - Python Sets.mp4 29.43MB
29 - Python Sets English.vtt 11.51KB
2 - Data Science Machine Learning Marketplace.mp4 46.94MB
2 - Data Science Machine Learning Marketplace English.vtt 9.12KB
3 22B
30 547.54KB
30 - Compound Data Types & When to use each one.mp4 47.06MB
30 - Compound Data Types & When to use each one English.vtt 15.29KB
31 31.45KB
31 - Python Functions.mp4 62.51MB
31 - Python Functions English.vtt 18.07KB
32 205.71KB
32 - Object Oriented Programming in Python.mp4 70.25MB
32 - Object Oriented Programming in Python English.vtt 22.15KB
33 987.41KB
33 - Intro To Statistics.mp4 21.23MB
33 - Intro To Statistics English.vtt 9.78KB
34 639.55KB
34 - Descriptive Statistics.mp4 21.47MB
34 - Descriptive Statistics English.vtt 8.80KB
35 91.60KB
35 - Measure of Variability.mp4 38.20MB
35 - Measure of Variability English.vtt 15.82KB
36 942.37KB
36 - Measure of Variability Continued.mp4 34.60MB
36 - Measure of Variability Continued English.vtt 11.71KB
37 935.90KB
37 - Measures of Variable Relationship.mp4 23.56MB
37 - Measures of Variable Relationship English.vtt 9.52KB
38 763.91KB
38 - Inferential Statistics.mp4 45.00MB
38 - Inferential Statistics English.vtt 19.41KB
39 820.11KB
39 - Measure of Asymmetry.mp4 6.75MB
39 - Measure of Asymmetry English.vtt 2.41KB
3 - Data Science Job Opportunities.mp4 29.41MB
3 - Data Science Job Opportunities English.vtt 6.04KB
4 32B
40 849.42KB
40 - Sampling Distribution.mp4 26.45MB
40 - Sampling Distribution English.vtt 9.03KB
41 1014.12KB
41 - What Exactly is Probability.mp4 27.16MB
41 - What Exactly is Probability English.vtt 5.66KB
42 379.93KB
42 - Expected Values.mp4 14.71MB
42 - Expected Values English.vtt 3.55KB
43 429.60KB
43 - Relative Frequency.mp4 32.69MB
43 - Relative Frequency English.vtt 7.36KB
44 39.64KB
44 - Hypothesis Testing Overview.mp4 60.58MB
44 - Hypothesis Testing Overview English.vtt 12.48KB
45 500.60KB
45 - Intro NumPy Array Data Types.mp4 34.67MB
45 - Intro NumPy Array Data Types English.vtt 16.09KB
45 - NumPyBasics.pdf 77.10KB
46 430.86KB
46 - NumPy Arrays.mp4 32.32MB
46 - NumPy Arrays English.vtt 9.75KB
47 600.20KB
47 - NumPy Arrays Basics.mp4 39.97MB
47 - NumPy Arrays Basics English.vtt 14.71KB
48 286.84KB
48 - NumPy Array Indexing.mp4 34.74MB
48 - NumPy Array Indexing English.vtt 12.27KB
49 750.84KB
49 - NumPy Array Computations.mp4 16.96MB
49 - NumPy Array Computations English.vtt 7.55KB
4 - Data Science Job Roles.mp4 79.80MB
4 - Data Science Job Roles English.vtt 13.70KB
5 39B
50 135.12KB
50 - Broadcasting.mp4 17.86MB
50 - Broadcasting English.vtt 5.59KB
51 408.01KB
51 - Introduction to Pandas.mp4 46.83MB
51 - Introduction to Pandas English.vtt 19.54KB
51 - Pandas.pdf 110.18KB
51 - PandasBasics.pdf 77.06KB
52 476.84KB
52 - Introduction to Pandas Continued.mp4 71.09MB
52 - Introduction to Pandas Continued English.vtt 23.47KB
53 452.16KB
53 - Data Visualization Overview.mp4 73.08MB
53 - Data Visualization Overview English.vtt 32.04KB
54 510.82KB
54 - Different Data Visualization Libraries in Python.mp4 41.10MB
54 - Different Data Visualization Libraries in Python English.vtt 16.13KB
55 623.28KB
55 - Python Data Visualization Implementation.mp4 27.43MB
55 - Python Data Visualization Implementation English.vtt 10.96KB
56 147.12KB
56 - Introduction To Machine Learning.mp4 98.70MB
56 - Introduction To Machine Learning English.vtt 32.35KB
56 - SupervisedLearning.pdf 836.74KB
57 265.59KB
57 - Exploratory Data Analysis.mp4 50.56MB
57 - Exploratory Data Analysis English.vtt 16.80KB
58 760.38KB
58 - Feature Scaling.mp4 19.37MB
58 - Feature Scaling English.vtt 10.21KB
59 964.32KB
59 - Data Cleaning.mp4 30.21MB
59 - Data Cleaning English.vtt 10.18KB
5 - What is a Data Scientist.mp4 127.46MB
5 - What is a Data Scientist English.vtt 23.27KB
6 973B
60 63.74KB
60 - Feature Engineering.mp4 18.41MB
60 - Feature Engineering English.vtt 8.31KB
61 173.71KB
61 - Linear Regression Intro.mp4 30.79MB
61 - Linear Regression Intro English.vtt 10.71KB
62 21.56KB
62 - Gradient Descent.mp4 15.93MB
62 - Gradient Descent English.vtt 7.46KB
63 1.51KB
63 - Linear Regression Correlation Methods.mp4 110.38MB
63 - Linear Regression Correlation Methods English.vtt 33.74KB
64 1006.71KB
64 - Linear Regression Implementation.mp4 17.85MB
64 - Linear Regression Implementation English.vtt 6.01KB
65 919.10KB
65 - Logistic Regression.mp4 8.89MB
65 - Logistic Regression English.vtt 4.34KB
66 32.17KB
66 - KNNipynb 325.30KB
66 - KNN Overview.mp4 12.88MB
66 - KNN Overview English.vtt 3.77KB
67 352.12KB
67 - parametric vs nonparametric models.mp4 15.62MB
67 - parametric vs nonparametric models English.vtt 4.10KB
68 408.70KB
68 - EDA on Iris Dataset.mp4 161.87MB
68 - EDA on Iris Dataset English.vtt 27.33KB
68 - Sklearn Toy Datasets.txt 57B
69 264.54KB
69 - The KNN Intuition.mp4 8.08MB
69 - The KNN Intuition English.vtt 2.67KB
6 - How To Get a Data Science Job.mp4 131.18MB
6 - How To Get a Data Science Job English.vtt 26.42KB
7 10B
70 772.22KB
70 - Implement the KNN algorithm from scratch.mp4 86.97MB
70 - Implement the KNN algorithm from scratch English.vtt 14.58KB
71 821.74KB
71 - Compare the result with the sklearn library.mp4 24.56MB
71 - Compare the result with the sklearn library English.vtt 4.49KB
72 950.89KB
72 - Hyperparameter tuning using the crossvalidation.mp4 90.29MB
72 - Hyperparameter tuning using the crossvalidation English.vtt 12.60KB
73 226.68KB
73 - Stanford Demo KNN Decision Boundary.txt 53B
73 - The decision boundary visualization.mp4 16.93MB
73 - The decision boundary visualization English.vtt 6.11KB
74 583.58KB
74 - Manhattan vs Euclidean Distance.mp4 76.38MB
74 - Manhattan vs Euclidean Distance English.vtt 13.58KB
74 - MIT example.txt 51B
75 714.37KB
75 - Feature scaling in KNN.mp4 49.39MB
75 - Feature scaling in KNN English.vtt 6.89KB
76 933.60KB
76 - Curse of dimensionality.mp4 45.98MB
76 - Curse of dimensionality English.vtt 8.29KB
77 263.89KB
77 - KNN use cases.mp4 28.91MB
77 - KNN use cases English.vtt 4.18KB
78 333.23KB
78 - KNN pros and cons.mp4 30.45MB
78 - KNN pros and cons English.vtt 6.72KB
79 406.20KB
79 - DecisionTreesipynb 778.58KB
79 - Decision Trees Section Overview.mp4 16.45MB
79 - Decision Trees Section Overview English.vtt 4.95KB
7 - Data Science Projects Overview.mp4 79.47MB
7 - Data Science Projects Overview English.vtt 16.55KB
8 37B
80 610.83KB
80 - adultdata.csv 3.79MB
80 - Adult Dataset.txt 45B
80 - adultnames.csv 5.11KB
80 - adulttest.csv 1.91MB
80 - EDA on Adult Dataset.mp4 123.19MB
80 - EDA on Adult Dataset English.vtt 20.29KB
81 313.90KB
81 - What is Entropy and Information Gain.mp4 136.07MB
81 - What is Entropy and Information Gain English.vtt 25.03KB
82 692.21KB
82 - The Decision Tree ID3 algorithm from scratch Part 1.mp4 85.27MB
82 - The Decision Tree ID3 algorithm from scratch Part 1 English.vtt 12.84KB
83 246.24KB
83 - The Decision Tree ID3 algorithm from scratch Part 2.mp4 63.96MB
83 - The Decision Tree ID3 algorithm from scratch Part 2 English.vtt 9.17KB
84 342.93KB
84 - The Decision Tree ID3 algorithm from scratch Part 3.mp4 33.40MB
84 - The Decision Tree ID3 algorithm from scratch Part 3 English.vtt 4.99KB
85 213.71KB
85 - ID3 Putting Everything Together.mp4 182.48MB
85 - ID3 Putting Everything Together English.vtt 26.18KB
86 532.07KB
86 - Evaluating our ID3 implementation.mp4 121.93MB
86 - Evaluating our ID3 implementation English.vtt 20.82KB
87 562.29KB
87 - Categorical feature in Treebased classifiers.txt 56B
87 - Compare with Sklearn implementation.mp4 65.58MB
87 - Compare with Sklearn implementation English.vtt 10.54KB
87 - Passing categorical data to Sklearn Decision Tree.txt 94B
88 778.70KB
88 - Visualizing the tree.mp4 68.17MB
88 - Visualizing the tree English.vtt 12.73KB
89 813.19KB
89 - Plot the features importance.mp4 31.67MB
89 - Plot the features importance English.vtt 6.72KB
8 - Why We Use Python.mp4 13.50MB
8 - Why We Use Python English.vtt 4.24KB
9 307B
90 469.58KB
90 - Decision Trees Hyperparameters.mp4 81.26MB
90 - Decision Trees Hyperparameters English.vtt 13.87KB
91 534.02KB
91 - Pruning.mp4 112.97MB
91 - Pruning English.vtt 20.65KB
92 580.48KB
92 - Optional Gain Ration.mp4 19.18MB
92 - Optional Gain Ration English.vtt 3.24KB
93 602.09KB
93 - Decision Trees Pros and Cons.mp4 47.74MB
93 - Decision Trees Pros and Cons English.vtt 9.14KB
94 89.05KB
94 - Project Predict whether income exceeds 50Kyr Overview.mp4 15.10MB
94 - Project Predict whether income exceeds 50Kyr Overview English.vtt 3.16KB
95 360.01KB
95 - EnsembleLearningipynb 35.75KB
95 - Ensemble Learning Section Overview.mp4 16.07MB
95 - Ensemble Learning Section Overview English.vtt 4.56KB
96 581.00KB
96 - Ensemble Learning Example.txt 76B
96 - What is Ensemble Learning.mp4 91.97MB
96 - What is Ensemble Learning English.vtt 15.10KB
97 864.04KB
97 - What is Bootstrap Sampling.mp4 55.87MB
97 - What is Bootstrap Sampling English.vtt 9.52KB
98 558.74KB
98 - What is Bagging.mp4 29.48MB
98 - What is Bagging English.vtt 6.68KB
99 412.85KB
99 - OutofBag Error OOB Error.mp4 42.02MB
99 - OutofBag Error OOB Error English.vtt 8.63KB
9 - What is Data Science.mp4 87.99MB
9 - What is Data Science English.vtt 18.35KB
TutsNode.net.txt 63B
Distribution statistics by country
Spain (ES) 1
United Kingdom (GB) 1
India (IN) 1
United States (US) 1
Netherlands (NL) 1
Russia (RU) 1
South Africa (ZA) 1
Total 7
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