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TORRENT DETAILS
Data Analysis And Machine Learning - Python + Gpt 3.5 And Gpt 4
TORRENT SUMMARY
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Language: English | Size: 3.24 GB | Duration: 8h 57m
Hands-on Data Analysis and Machine Learning in Python + GPT 3.5. Apply GPT-4 to Analyze and Develop ML Models Smoothly.
What you'll learn
Learn to proficiently use Python for various machine learning tasks, including data cleaning, manipulation, preprocessing, and model development.
Gain expertise in building and implementing supervised machine learning models: Regressions, Classifications, Random Forest, Decision Tree, SVM, and KNN, etc.
Acquire skills in unsupervised machine learning techniques, including KMeans for effective cluster analysis and pattern recognition.
Develop the ability to measure and evaluate the accuracy and performance of machine learning models, enabling decisions on model selection and optimization.
Apply acquired knowledge to real-world scenarios, solving diverse machine learning challenges and developing solutions.
Learn to efficiently prepare and clean datasets using GPT-4, including handling missing data, outliers, and data type conversions.
Master the use of GPT-4 for advanced data manipulation tasks, such as merging datasets, creating pivot tables, and applying conditional logic.
Develop skills to utilize GPT-4 for creating and interpreting a variety of data visualizations, such as histograms, scatter plots, and line graphs.
Learn to apply GPT-4 for predictive analytics, including random forest regressor and other machine learning models.
Acquire the ability to automate repetitive data analysis tasks using GPT-4, enhancing efficiency and productivity.
Requirements
No coding Experience is Needed.
Laptop/Desktop and Internet
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FILE LIST
Filename
Size
~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
929.7 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
74.6 KB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/data+1.xlsx
41.9 KB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/data+2.xlsx
45.2 KB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/Data+for+cleaning.xlsx
74.4 KB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets for GPT 4/practice_filtering+data.xlsx
11.5 KB
~Get Your Files Here !/1 - Setting Up Your Analysis Environment/Practice datasets/Extra Data.xlsx
10.5 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+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/_Data+for+cleaning.xlsx
877 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
127.6 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/41 - Decision Tree regression ML model.mp4
36.8 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/42 - Random Forest regression ML model.mp4
59.8 MB
~Get Your Files Here !/10 - Python GPT 35 Learn Regressor Machine Learning/43 - Support Vector regression ML model.mp4
46.8 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/44 - Logistic Regression ML model.mp4
194.8 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/45 - Decision Tree classification ML model.mp4
105.9 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/46 - Random Forest classification ML model.mp4
75.9 MB
~Get Your Files Here !/11 - Python GPT 35 Learn Classification Machine Learning/47 - K Nearest Neighbours classification ML model.mp4
151.2 MB
~Get Your Files Here !/12 - Python GPT 35 Learn Clustering Machine Learning/48 - KMeans Clustering ML model.mp4
169.8 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
14.7 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
12.8 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/53 - Finding inconsistent values.mp4
10.5 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/54 - Dropping inconsistent values.mp4
16.8 MB
~Get Your Files Here !/13 - Python GPT 4 Rapid Data Cleaning/55 - Dealing with duplicates.mp4
76.8 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/56 - Sorting dataset.mp4
21.5 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/57 - Filtering datasets.mp4
20.4 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/58 - Inner joining method.mp4
28.1 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
32.9 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/61 - Feature binning.mp4
15.3 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/62 - Feature encoding.mp4
15.5 MB
~Get Your Files Here !/14 - Python GPT 4 Instant Data Manipulation/63 - Creating dummy variables.mp4
15.1 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/64 - Nominal data analysis.mp4
17.5 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/65 - Descriptive analysis.mp4
56.8 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/66 - Group by data analysis.mp4
12.7 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/67 - Crosstabulation analysis.mp4
75.9 MB
~Get Your Files Here !/15 - Python GPT 4 Fasttrack Data Analysis/68 - Correlation analysis.mp4
45.4 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/69 - Oneway ANOVA analysis.mp4
85.8 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/70 - Pearson correlation analysis.mp4
18.5 MB
~Get Your Files Here !/16 - Python GPT 4 Quick Hypothesis Testing/71 - Regression analysis.mp4
74.6 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
26.8 MB
~Get Your Files Here !/17 - Python GPT 4 Build Machine Learning Models/74 - Build and evaluate ML models.mp4
50.3 MB
~Get Your Files Here !/2 - Data Analysis and Its Workflow/4 - Data Analysis and Its Characteristics.mp4
46.7 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
19.7 MB
~Get Your Files Here !/3 - Statistical Analysis and Its Workflow/7 - Confidence level significance level and Pvalue.mp4
20.7 MB
~Get Your Files Here !/3 - Statistical Analysis and Its Workflow/8 - Complete hypothesis testing workflow.mp4
19.2 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
11.3 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/12 - Variables and naming conventions.mp4
28.8 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/13 - Data types integers float strings boolean.mp4
29.8 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/14 - Type conversion and casting.mp4
36.5 MB
~Get Your Files Here !/5 - Python Programming Basics Level 1/15 - Arithmetic operators.mp4
32.3 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
39.9 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/18 - Lists creation indexing slicing modifying.mp4
83.5 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/19 - Sets unique elements operations.mp4
28.9 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/20 - Dictionaries keyvalue pairs methods.mp4
45.2 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/21 - Conditional statements if elif else.mp4
19.9 MB
~Get Your Files Here !/6 - Python Programming Basics Level 2/22 - Logical expressions in conditions.mp4
47.4 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
16.4 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/25 - Loading dataset.mp4
43.5 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/26 - Handling missing values.mp4
106.7 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/27 - Deal with inconsistent data.mp4
69.5 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/28 - Dealing with missidentified data types.mp4
45.2 MB
~Get Your Files Here !/7 - Python GPT 35 Learn Data Cleaning/29 - Dealing with duplicated data.mp4
23.7 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/30 - Sorting and arranging dataset.mp4
27.1 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/31 - Filter data based on conditions.mp4
40.9 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/32 - Merging or adding variables.mp4
47.8 MB
~Get Your Files Here !/8 - Python GPT 35 Learn Data Manipulation/33 - Concatenating extra data.mp4
49.5 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/34 - Feature engineering.mp4
116.6 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
38.9 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/37 - Creating dummy variables.mp4
53.3 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/38 - Data normalizing.mp4
120.3 MB
~Get Your Files Here !/9 - Python GPT 35 Learn Data Preprocessing/39 - Splitting data.mp4
