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01 - Introduction to machine learning (Theory)
001 Introduction.mp4
28.48 MB
001 Introduction_en.vtt
3.10 KB
002 Machine learning types.mp4
83.73 MB
002 Machine learning types_en.vtt
8.96 KB
003 Machine learning workflow.mp4
37.83 MB
003 Machine learning workflow_en.vtt
4.04 KB
02 - Mathematics in machine learning (Theory)
001 Data an linear algebra.mp4
25.54 MB
001 Data an linear algebra_en.vtt
3.87 KB
002 Calculus.mp4
23.02 MB
002 Calculus_en.vtt
3.52 KB
003 Statistics and types of sampeling.html
0.00 KB
004 Descriptive and inferential statistics.mp4
36.73 MB
004 Descriptive and inferential statistics_en.vtt
6.00 KB
005 Probability.mp4
57.76 MB
005 Probability_en.vtt
7.88 KB
03 - Python (Practice)
001 Intro to setting up Python.mp4
38.21 MB
001 Intro to setting up Python_en.vtt
5.92 KB
002 Basic coding skills.mp4
30.69 MB
002 Basic coding skills_en.vtt
6.02 KB
40293650-intro-python-code.py
1.74 KB
04 - Machine learning libraries (Practice)
001 NumPy - Python.mp4
46.56 MB
001 NumPy - Python_en.vtt
6.55 KB
002 Pandas - Python.mp4
61.29 MB
002 Pandas - Python_en.vtt
9.10 KB
003 Pandas (2) - Python.mp4
32.72 MB
003 Pandas (2) - Python_en.vtt
4.30 KB
004 Matplotlib - Python.mp4
80.51 MB
004 Matplotlib - Python_en.vtt
11.24 KB
005 Natural language processing (NLP).mp4
66.50 MB
005 Natural language processing (NLP)_en.vtt
8.22 KB
006 Scikit - Python.mp4
58.19 MB
006 Scikit - Python_en.vtt
7.94 KB
40293606-intro-to-numpy.ipynb
2.95 KB
40293618-intro-to-panda.ipynb
3.37 KB
40293624-intro-to-matplotlib.ipynb
2.87 KB
40293630-intro-to-nltk.ipynb
1.47 KB
40293644-intro-to-scikitLearn.ipynb
1.85 KB
05 - Supervised learning (Practice)
001 Linear regression - Theory.mp4
114.52 MB
001 Linear regression - Theory_en.vtt
10.81 KB
002 Linear regression - Practice.html
0.00 KB
003 Logistic regression - Theory.mp4
46.74 MB
003 Logistic regression - Theory_en.vtt
4.28 KB
004 Logistic regression - Practice (1).html
0.00 KB
005 KNN - Theory.mp4
50.40 MB
005 KNN - Theory_en.vtt
5.14 KB
006 KNN - Practice.mp4
64.66 MB
006 KNN - Practice_en.vtt
9.13 KB
007 KNN - Practice (2).mp4
66.76 MB
007 KNN - Practice (2)_en.vtt
7.54 KB
008 Naive Bayes - Theory.mp4
60.65 MB
008 Naive Bayes - Theory_en.vtt
5.81 KB
009 Naive Bayes - Practice.mp4
83.89 MB
009 Naive Bayes - Practice_en.vtt
9.74 KB
010 Naive Bayes - Practice (2).mp4
27.44 MB
010 Naive Bayes - Practice (2)_en.vtt
3.43 KB
011 Naive Bayes - Practice (3).mp4
22.22 MB
011 Naive Bayes - Practice (3)_en.vtt
2.42 KB
012 SVM - Theory.mp4
105.00 MB
012 SVM - Theory_en.vtt
10.02 KB
013 SVM - Practice.mp4
70.70 MB
013 SVM - Practice_en.vtt
7.92 KB
014 Decision Tree - Theory.mp4
52.77 MB
014 Decision Tree - Theory_en.vtt
7.20 KB
015 Decision Tree - Practice.mp4
118.34 MB
015 Decision Tree - Practice_en.vtt
12.65 KB
40293478-logistic-regresssion.ipynb
4.00 KB
40293480-diabetes.csv
23.31 KB
40293492-knn.ipynb
3.18 KB
40293494-iris.csv
4.44 KB
40293502-naive-bayes.ipynb
5.08 KB
40293506-Social-Network-Ads.csv
10.67 KB
40293512-pulsar-stars.csv
1.67 MB
40293520-svm.ipynb
35.96 KB
40293526-car-evaluation.csv
52.34 KB
40293530-dt.ipynb
94.95 KB
40293688-linear-regression.ipynb
2.91 KB
40293692-fathersonheight.csv
11.59 KB
06 - Unsupervised learning (Practice)
001 Kmeans - Theory.mp4
53.60 MB
001 Kmeans - Theory_en.vtt
4.92 KB
002 Kmeans - Practice.mp4
76.36 MB
002 Kmeans - Practice_en.vtt
7.64 KB
003 Hierachical Clustering - Theory.mp4
37.86 MB
003 Hierachical Clustering - Theory_en.vtt
3.15 KB
004 Hierachical Clustering - Practice.mp4
83.38 MB
004 Hierachical Clustering - Practice_en.vtt
7.77 KB
005 DBScan - Theory.mp4
37.92 MB
005 DBScan - Theory_en.vtt
3.55 KB
006 DBScan - Practice.html
0.00 KB
40293700-k-means.ipynb
123.82 KB
40293708-hierarchical-clustering.ipynb
103.16 KB
40293710-shopping-data.csv
4.19 KB
07 - Project Fake news detection
001 Part 1.mp4
88.72 MB
001 Part 1_en.vtt
11.00 KB
002 Part 2.mp4
82.35 MB
002 Part 2_en.vtt
9.28 KB
003 Part 3.mp4
111.80 MB
003 Part 3_en.vtt
8.43 KB
004 Part 4.mp4
87.58 MB
004 Part 4_en.vtt
6.99 KB
40293574-fake-news-detection.ipynb
8.21 KB
40293580-data.csv
11.99 MB
Bonus Resources.txt
0.38 KB
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