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[ FreeCourseWeb.com ] Data Analysis And Machine Learning - Python + Gpt 3.5 and Gpt 4
- Date: 2024-04-07
- Size: 3.2 GB
- Files: 94
File Name
Size
Get Bonus Downloads Here.url
183 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/1 - Install Python and Jupyter Notebook.html
214 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/1 - Mac.pdf
1.5 MB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/1 - Windows.pdf
930 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/2 - Setting up ChatGPT and GPT 4.mp4
6.9 MB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/3 - Download Practice datasets.html
303 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/Cleaned_Data.xlsx
75 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/Data+for+cleaning.xlsx
74 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/data+1.xlsx
42 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/data+2.xlsx
45 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/practice_filtering+data.xlsx
12 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets/Extra Data.xlsx
10 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets/Extra Variable.xlsx
33 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets/sales data.xlsx
85 kB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets for GPT 4/_Cleaned_Data.xlsx
868 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets for GPT 4/_Data+for+cleaning.xlsx
877 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets for GPT 4/_data+1.xlsx
864 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets for GPT 4/_data+2.xlsx
864 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets for GPT 4/_practice_filtering+data.xlsx
937 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets/_Extra Data.xlsx
344 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets/_Extra Variable.xlsx
344 B
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/__MACOSX/Practice datasets/_sales data.xlsx
344 B
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/40 - Linear regression ML model.mp4
128 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/41 - Decision Tree regression ML model.mp4
37 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/42 - Random Forest regression ML model.mp4
60 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/43 - Support Vector regression ML model.mp4
47 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/44 - Logistic Regression ML model.mp4
195 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/45 - Decision Tree classification ML model.mp4
106 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/46 - Random Forest classification ML model.mp4
76 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/47 - K Nearest Neighbours classification ML model.mp4
151 MB
~Get Your Files Here !/12 - Python GPT 35 Learn Clustering Machine Learning/48 - KMeans Clustering ML model.mp4
170 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/49 - Getting Started with GPT4 Data Analyst.mp4
6.8 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/50 - Identify missing values.mp4
15 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/51 - Impute missing values.mp4
25 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/52 - Exploring data types.mp4
13 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/53 - Finding inconsistent values.mp4
10 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/54 - Dropping inconsistent values.mp4
17 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/55 - Dealing with duplicates.mp4
77 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/56 - Sorting dataset.mp4
22 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/57 - Filtering datasets.mp4
20 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/58 - Inner joining method.mp4
28 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/59 - Other joining methods.mp4
22 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/60 - Boxcox transformation.mp4
33 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/61 - Feature binning.mp4
15 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/62 - Feature encoding.mp4
16 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/63 - Creating dummy variables.mp4
15 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/64 - Nominal data analysis.mp4
18 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/65 - Descriptive analysis.mp4
57 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/66 - Group by data analysis.mp4
13 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/67 - Crosstabulation analysis.mp4
76 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/68 - Correlation analysis.mp4
45 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/69 - Oneway ANOVA analysis.mp4
86 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/70 - Pearson correlation analysis.mp4
18 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/71 - Regression analysis.mp4
75 MB
~Get Your Files Here !/17 - Python GPT 4 Build Machine Learning Models/72 - Feature scaling and preprocessing.mp4
49 MB
~Get Your Files Here !/17 - Python GPT 4 Build Machine Learning Models/73 - Splitting data into train and test sets.mp4
27 MB
~Get Your Files Here !/17 - Python GPT 4 Build Machine Learning Models/74 - Build and evaluate ML models.mp4
50 MB
~Get Your Files Here !/2 - Data Analysis and Its Workflow/4 - Data Analysis and Its Characteristics.mp4
47 MB
~Get Your Files Here !/2 - Data Analysis and Its Workflow/5 - Complete data analysis workflow.mp4
6.3 MB
~Get Your Files Here !/3 - Statistical Analysis and Its Workflow/6 - Statistical Analysis and Its Characteristics.mp4
20 MB
~Get Your Files Here !/3 - Statistical Analysis and Its Workflow/7 - Confidence level significance level and Pvalue.mp4
21 MB
~Get Your Files Here !/3 - Statistical Analysis and Its Workflow/8 - Complete hypothesis testing workflow.mp4
19 MB
~Get Your Files Here !/4 - Machine Learning and Its Workflow/10 - Complete Machine Learning Workflow.mp4
5.9 MB
~Get Your Files Here !/4 - Machine Learning and Its Workflow/9 - Machine Learning and Its Characteristics.mp4
6.6 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/11 - Your First Python Code.mp4
11 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/12 - Variables and naming conventions.mp4
29 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/13 - Data types integers float strings boolean.mp4
30 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/14 - Type conversion and casting.mp4
36 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/15 - Arithmetic operators.mp4
32 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/16 - Comparison operators.mp4
37 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/17 - Logical operators and or not.mp4
40 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/18 - Lists creation indexing slicing modifying.mp4
84 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/19 - Sets unique elements operations.mp4
29 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/20 - Dictionaries keyvalue pairs methods.mp4
45 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/21 - Conditional statements if elif else.mp4
20 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/22 - Logical expressions in conditions.mp4
47 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/23 - Looping structures for loops while loops.mp4
34 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/24 - Defining Creating and Calling functions.mp4
16 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/25 - Loading dataset.mp4
44 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/26 - Handling missing values.mp4
107 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/27 - Deal with inconsistent data.mp4
70 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/28 - Dealing with missidentified data types.mp4
45 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/29 - Dealing with duplicated data.mp4
24 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/30 - Sorting and arranging dataset.mp4
27 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/31 - Filter data based on conditions.mp4
41 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/32 - Merging or adding variables.mp4
48 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/33 - Concatenating extra data.mp4
50 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/34 - Feature engineering.mp4
117 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/35 - Extracting day months year.mp4
42 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/36 - Feature encoding.mp4
39 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/37 - Creating dummy variables.mp4
53 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/38 - Data normalizing.mp4
120 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/39 - Splitting data.mp4
52 MB
~Get Your Files Here !/Bonus Resources.txt
386 B