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[CourseClub.ME].url |
122B |
[FCS Forum].url |
133B |
[FreeCourseSite.com].url |
127B |
001 Course Introduction.mp4 |
97.16MB |
002 The Importance of Data Analyst.mp4 |
122.80MB |
003 Why Data is the new Oil.mp4 |
86.53MB |
004 Making Sense of Buzz Words Data Science Big Data Machine Deep Learning.mp4 |
44.61MB |
005 The Roles in the Data World - Analyst Engineer Scientist Statistician DevOps.mp4 |
30.35MB |
006 Download Code and Slides.html |
1.19KB |
007 Code-Data-Analytics-Bootcamp-20200104.zip |
12.40MB |
007 Download Course Code Slides and Setup Google Colab for your iPython Notebooks.mp4 |
25.79MB |
007 Slides-Data-Analytics-Bootcamp.pdf |
23.59MB |
008 Why use Python for Data Anakytics and Data Science.mp4 |
19.15MB |
009 Python - Basic Variables.mp4 |
27.14MB |
010 Python - ArrayLists and Dictionaries.mp4 |
56.35MB |
011 Python - Conditional Statements.mp4 |
30.53MB |
012 Python - Loops.mp4 |
36.29MB |
013 Python - Functions.mp4 |
22.20MB |
014 Python - Classes.mp4 |
39.57MB |
015 Introduction to Pandas.mp4 |
16.12MB |
016 Pandas 1 - Data Series.mp4 |
28.50MB |
017 Pandas 2A - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 |
131.11MB |
018 Pandas 2B - DataFrames - Index Slice Stats Finding Empty cells Filtering.mp4 |
48.60MB |
019 Pandas 3B - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 |
65.11MB |
020 Pandas 3A - Data Cleaning - Alter ColomnsRows Missing Data String Operations.mp4 |
142.40MB |
021 Pandas 4 - Data Aggregation - GroupBy Map Pivot Aggreate Functions.mp4 |
121.77MB |
022 Pandas 5 - Feature Engineer Lambda and Apply.mp4 |
30.99MB |
023 Pandas 6 - Concatenating Merging and Joinining.mp4 |
101.26MB |
024 Pandas 7 - Time Series Data.mp4 |
62.45MB |
025 Pandas 7 - ADVANCED Operations - Iterows Vectorization and Numpy.mp4 |
96.77MB |
026 Pandas 8 - ADVANCED Operations - More Map Zip and Apply.mp4 |
28.78MB |
027 Pandas 9 - Advanced Operations - Parallel Processing.mp4 |
30.68MB |
028 Map Visualizations with Plotly - Cloropeths from Scratch - USA and World.mp4 |
95.47MB |
029 Map Visualizations with Plotly - Heatmaps Scatter Plots and Lines.mp4 |
55.54MB |
030 Introduction to Statistics.mp4 |
22.68MB |
031 Descriptive Statistics - Why Statistical Knowledge is so Important.mp4 |
23.42MB |
032 Descriptive Statistics 1 - Exploratory Data Analysis (EDA) Visualizations.mp4 |
97.93MB |
033 Descriptive Statistics 2 - Exploratory Data Analysis (EDA) Visualizations.mp4 |
40.21MB |
034 Sampling Averages Variance And How to lie and Mislead with Statistics.mp4 |
16.65MB |
035 Variance Standard Deviation and Bessels Correction.mp4 |
60.73MB |
036 Types of Variables - Quantitive and Qualitative.mp4 |
35.66MB |
037 Frequency Distributions.mp4 |
23.24MB |
038 Frequency Distributions Shapes.mp4 |
16.77MB |
039 Analyzing Frequency Distributions - What is the Best Type of Wine Red or White.mp4 |
74.05MB |
040 Covariance Correlation - Do Amazon Google know you better than anyone else.mp4 |
85.46MB |
041 Sampling - Sample Sizes Confidence Intervals - What Can You Trust.mp4 |
63.23MB |
042 Mean Mode and Median - Not as Simple As Youd Think.mp4 |
81.66MB |
043 The Normal Distribution the Central Limit Theorem.mp4 |
25.68MB |
044 Lying with Correlations Divorce Rates in Maine caused by Margarine Consumption.mp4 |
10.31MB |
045 Z-Scores.mp4 |
50.69MB |
046 Probability - An Introduction.mp4 |
9.69MB |
047 Estimating Probability.mp4 |
29.02MB |
048 Addition Rule.mp4 |
44.83MB |
049 Permutations Combinations.mp4 |
43.15MB |
050 Bayes Theorem.mp4 |
46.54MB |
051 Hypothesis Testing Introduction.mp4 |
17.60MB |
052 Statistical Significance.mp4 |
51.40MB |
053 Hypothesis Testing P Value.mp4 |
44.37MB |
054 Hypothesis Testing Pearson Correlation.mp4 |
33.07MB |
055 All about Google Data Studio.mp4 |
59.56MB |
056 Opening Google Data Studio and Uploading Data.mp4 |
42.45MB |
056 retail-sales-data.xlsx |
585.95KB |
057 Your First Dashboard Part 1.mp4 |
100.60MB |
058 Your First Dashboard Part 2.mp4 |
69.34MB |
059 Creating New Fields.mp4 |
47.32MB |
060 Pivot Tables.mp4 |
45.90MB |
061 Dynamic Filtered Tables.mp4 |
20.82MB |
062 Scorecards.mp4 |
34.31MB |
063 Scorecards with Time Comparison.mp4 |
30.83MB |
064 Bar Charts.mp4 |
53.22MB |
065 Line Charts.mp4 |
46.80MB |
066 Time Series and Comparitive Time Series Plots.mp4 |
37.13MB |
067 Pie Charts Donut Charts and Tree Maps.mp4 |
29.69MB |
068 Scatter Plots.mp4 |
29.52MB |
069 Google Data Studio - Geographic Map Plots.mp4 |
52.14MB |
070 Google Data Studio - Scatter Plots.mp4 |
41.03MB |
071 Google Data Studio - Sharing your Interactive Dashboards.mp4 |
43.98MB |
072 Executive-Dashboard.pdf |
73.54KB |
072 Homework Project - Create Executive Sales Dashboard.mp4 |
21.05MB |
073 How Machine Learning enables Computers to Learn.mp4 |
22.49MB |
074 What is a Machine Learning Model.mp4 |
34.34MB |
075 Types of Machine Learning.mp4 |
47.30MB |
076 Linear Regression Introduction to Cost Functions and Gradient Descent.mp4 |
56.61MB |
077 Linear Regressions in Python from Scratch and using Sklearn.mp4 |
87.94MB |
078 Polynomial and Multivariate Linear Regression.mp4 |
53.69MB |
079 Logistic Regression.mp4 |
73.92MB |
080 Support Vector Machines (SVMs).mp4 |
38.98MB |
081 Decision Trees and Random Forests the Gini Index.mp4 |
64.55MB |
082 K-Nearest Neighbors (KNN).mp4 |
37.17MB |
083 Assessing Performance Confusion Matrix Precision and Recall.mp4 |
149.53MB |
084 Understanding the ROC and AUC Curve.mp4 |
46.86MB |
085 What Makes a Good Model Regularization Overfitting Generalization Outliers.mp4 |
122.81MB |
086 Introduction to Neural Networks.mp4 |
11.72MB |
087 Types of Deep Learning Algoritms CNNs RNNs LSTMs.mp4 |
49.51MB |
088 Introduction to Unsupervised Learning.mp4 |
31.84MB |
089 K-Means Clustering.mp4 |
65.19MB |
090 Choosing K Elbow Method Silhouette Analysis.mp4 |
53.74MB |
091 K-Means in Python - Choosing K using the Elbow Method Silhoutte Analysis.mp4 |
83.68MB |
092 Principal Component Analysis.mp4 |
68.82MB |
093 t-Distributed Stochastic Neighbor Embedding (t-SNE).mp4 |
38.57MB |
094 PCA t-SNE in Python with Visualization Comparisons.mp4 |
35.95MB |
095 Case Study Note.html |
1.08KB |
096 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
168.06MB |
097 Data Cleaning and Preparation.mp4 |
80.91MB |
098 Sales and Revenue Analysis.mp4 |
86.60MB |
099 Analysis per Country Repeat Customers and Items.mp4 |
95.43MB |
100 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
64.88MB |
101 Data Preparation and Machine Learning Modeling.mp4 |
78.22MB |
102 Data Exploration Description.mp4 |
56.06MB |
103 Simple Exploratory Data Analysis and Visualizations.mp4 |
71.91MB |
104 Feature Engineering.mp4 |
76.44MB |
105 K-Means Clustering of Customer Data.mp4 |
111.35MB |
106 Cluster Analysis.mp4 |
36.68MB |
107 Case Study 5 - Text Analytics - Airline Tweets (Word Clusters).html |
1.19KB |
108 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
54.84MB |
109 Customer Lifetime Value Modeling.mp4 |
53.91MB |
110 Healthcare Analytics - Predict Diabetes.html |
1.17KB |
111 Case Study 8 - Africa Economic Banking Systematic Crisis Data.html |
1.19KB |
112 Case Study 9 - Election Polls - Making Better Predictions.html |
1.18KB |
113 Case Study 10 - Election Results Analysis - Indian Election 2009 vs E4.html |
1.20KB |
114 Case Study 11 - Supply-Chain for Shipping Data Analytics.html |
1.18KB |
115 Case Study 12 - Sports Analytics - Olypmics Analysis - The Greatest Olympians.html |
1.20KB |
116 Case Study 13 - Home Advantage Analysis in Basketball and Soccer.html |
1.19KB |
117 Case Study 14 - IPL Cricket Data Analytics.html |
1.17KB |
118 Case Study 15 - Using Data to predicting the Football (Soccer) World Cup.html |
1.20KB |
119 Case Study 16 - Pizza Resturants Analysis.html |
1.17KB |
120 Case Study 17 - Bar and Pub Analysis.html |
1.16KB |
121 Case Study 18 - EDA and Forecasting Brent Oil Prices.html |
1.18KB |
122 Case Study 19 - Time Series Forecasting for Sales.html |
1.18KB |
123 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
85.00MB |
124 Data Preparation and Machine Learning Modeling.mp4 |
113.27MB |
125 Understanding the Problem Exploratory Data Analysis and Visualizations.mp4 |
74.90MB |
126 AB Test Result Analysis.mp4 |
40.35MB |
127 AB Testing a Worked Real Life Example - Designing an AB Test.mp4 |
53.48MB |
128 Statistical Power and Significance.mp4 |
46.99MB |
129 Analysis of AB Test Resutls.mp4 |
57.34MB |