LiveLessson - Data Science Fundamentals Part 1

mp4 Hot：31 Size：5.69 GB Created：2024-06-26 23:16:36 Update：2024-11-14 03:25:21

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01 Data Science Fundamentals Part 1 - Introduction.mp4 79.25 MB
02 Topics.mp4 18.24 MB
03 1.1 Welcome to the Course.mp4 10.78 MB
04 1.2 Why Data Science and Why Now.mp4 27.17 MB
05 1.3 The Potential of Data Science.mp4 105.49 MB
06 1.4 Getting Set Up with a Data Science Development Environment.mp4 23.28 MB
07 1.5 A Python (3) Primer.mp4 62.86 MB
08 1.6 Python 2 versus Python 3.mp4 16.78 MB
09 1.7 Test Your Knowledge - Wordbuzz.mp4 90.98 MB
10 1.8 Wordbuzz - Putting it all Together.mp4 46.01 MB
11 1.9 Python Review and Resources.mp4 29.93 MB
12 1.10 Python for Data Science.mp4 49.83 MB
13 1.11 What‚Äôs to Come.mp4 34.87 MB
14 Topics.mp4 14.35 MB
15 2.1 Introduction to the Data Science Process.mp4 16.17 MB
16 2.2 Defining Your Problem.mp4 43.64 MB
17 2.3 Acquiring Data.mp4 164.44 MB
18 2.4 Wrangling Data.mp4 120.77 MB
19 2.5 Exploring Data.mp4 118.36 MB
20 2.6 Recommendations through Triangle Closing.mp4 71.23 MB
21 2.7 Python Development Workflow.mp4 53.26 MB
22 2.8 Triadic Closure in Python.mp4 141.18 MB
23 2.9 Challenges of Recommendation Systems.mp4 27.22 MB
24 2.10 Obtaining an Evaluation Baseline.mp4 89.38 MB
25 2.11 Inspecting and Evaluating Results.mp4 86.98 MB
26 2.12 Present and Disseminate.mp4 81.3 MB
27 2.13 The Data Science Process Applied—Cheaper Beds, Better Breakfasts.mp4 14.14 MB
28 Topics.mp4 18.63 MB
29 3.1 The Data Science Mindset.mp4 82.87 MB
30 3.2 The Data Science Technology Stack.mp4 44.04 MB
31 3.3 Where to Get Data - Sources and Services.mp4 74.23 MB
32 3.4 How the Web Works.mp4 59.24 MB
33 3.5 Making HTTP Requests with Python.mp4 81.06 MB
34 3.6 Adding Context with Open Data.mp4 59.51 MB
35 3.7 Parsing Data with Python—JSON and XML.mp4 207.52 MB
36 3.8 Data and File Formats.mp4 48.01 MB
37 3.9 Working with APIs.mp4 136.67 MB
38 3.10 Parametric API Requests with Python.mp4 138.26 MB
39 3.11 Exploring the Foursquare API.mp4 73.58 MB
40 3.12 Downloading Foursquare Venues.mp4 109.2 MB
41 Topics.mp4 13.48 MB
42 4.1 Introduction to the ETL Pipeline.mp4 28.57 MB
43 4.2 Data Models—Adding Structure to Data.mp4 80.31 MB
44 4.3 Building Abstractions—Object Oriented Programming.mp4 35.42 MB
45 4.4 Creating Classes in Python.mp4 56.52 MB
46 4.5 Defining Methods and Updating State.mp4 83.85 MB
47 4.6 Magic Methods, Class Attributes, and Introspection.mp4 136.15 MB
48 4.7 Exploring and Structuring the Foursquare Response.mp4 118.58 MB
49 4.8 Data Models Applied—Representing Foursquare Entities with Classes.mp4 111.67 MB
50 4.9 Modeling Behavior with Methods.mp4 81.77 MB
51 4.10 Customizing Model Interfaces with Setter Methods and Virtual Attributes.mp4 129.41 MB
52 4.11 Keeping Things DRY with Inheritance.mp4 151.22 MB
53 4.12 Object-Oriented Programming Use Cases.mp4 70.22 MB
54 4.13 The Case for (and against) OOP.mp4 51.5 MB
55 Topics.mp4 14.94 MB
56 5.1 Introduction to Databases with SQLite.mp4 116.46 MB
57 5.2 Inspecting Databases with the SQLite shell.mp4 61.96 MB
58 5.3 The Database Landscape.mp4 62.95 MB
59 5.4 What's in a Schema Mapping Data Models to Data Tables.mp4 81.03 MB
60 5.5 Introduction to Object Relational Mappers.mp4 33.26 MB
61 5.6 ORMs in Python with peewee.mp4 118 MB
62 5.7 Creating and Querying Records with peewee.mp4 139.02 MB
63 5.8 End-to-end ETL in Python.mp4 47.81 MB
64 5.9 Advantages and Disadvantages of ORMs.mp4 15.41 MB
65 5.10 Extract, Transform, Load—Putting It All Together.mp4 30.1 MB
66 Topics.mp4 15.02 MB
67 6.1 Introduction to Exploratory Data Analysis.mp4 58.87 MB
68 6.2 Understanding your Data Quickly with Graphical Tools.mp4 116.7 MB
69 6.3 Inspecting Databases and Building Schemas with peewee.mp4 86.71 MB
70 6.4 Data Quality Checks with peewee.mp4 112.9 MB
71 6.5 Finding Missing Data and Null Values with peewee.mp4 59.21 MB
72 6.6 Dealing with Missing Data.mp4 26.57 MB
73 6.7 EDA for Insight—Describing Data.mp4 14.69 MB
74 6.8 Inspecting Queries and Displaying Results in peewee.mp4 65.5 MB
75 6.9 Groups and Aggregates with peewee.mp4 64.9 MB
76 6.10 Ranking and Sorting Venues.mp4 115.08 MB
77 6.11 SQL Relations and Joins.mp4 26.37 MB
78 6.12 Joins with peewee.mp4 129.3 MB
79 6.13 Querying Across Datasets with Joins.mp4 170.87 MB
80 6.14 Translating peewee to SQL.mp4 21.6 MB
81 6.15 A Visual Introduction to Joins with SQL.mp4 65.87 MB
82 Data Science Fundamentals Part 1 - Sunmary.mp4 37.87 MB

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Type：mp4
Hot：31
Size：5.69 GB
File Count：82
Created：2024-06-26 23:16:36
Update：2024-11-14 03:25:21
Tags： livelessson data science fundamentals part

LiveLessson - Data Science Fundamentals Part 1

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