Snowflake Cortex Masterclass 2024 Hands-On!

سرفصل های دوره

by World-Class Snowflake Expert

1. Introduction to Snowflake Cortex

1. Course Structure and Content

2. Welcome to This Course

3.1 GitHub Repository with all the source code for this course.html

3.2 My Medium Blog.html

3.3 Snowflake-Cortex-All-Slides.pdf

3. All About This Course (FAQ Post).html

4.1 Snowflake Preview Features.html

4.2 Snowflake Release Notes.html

4.3 Snowflake Whats New.html

4. Roadmap to Snowflake Cortex

5. Quick Tips SQL Query Without Typing SQL

6. Related Features and Technologies

7.1 Introduction to Snowflake Cortex FAQs.html

7.2 Snowflake Cortex.html

7. Overview of Snowflake Cortex

8. Quick Tips TRANSLATE LLM Function

9. Quick Checkpoint About ...Quick Checkpoints

10. Test Your Knowledge.html

2. ML Pipelines on Datasets (outside Snowflake)

1. About this Section

2. Quick Tips Correlation Heatmap

3. Introduction Machine Learning Basics

4. Introduction ML Pipeline Phases

5. Introduction ML Pipeline Architectures

6. Quick Checkpoint What if You Already Know All This

7. Data Collection Time Series Generation

8. Data Collection Make RegressionClassification

9. Data Collection Realistic Fake Data Generation

10. Data Collection Data Access

11. Data Collection Data Split

12. Data Collection Overview

13. Quick Tips Fake but Realistic Data Generation

14. Data Exploration Overview

15. Data Exploration Correlation Matrix Heatmap

16. Data Exploration Pandas Profiling

17. Quick Checkpoint About Pandas Profiling

18. Data Wrangling Overview

19. Data Wrangling Feature Engineering with Pandas DataFrame

20. Data Wrangling Data Preprocessing with Transformers

21. Data Wrangling Data Preprocessing with Pipeline

22. Quick Checkpoint About Basic ML on Datasets

23. Quick Tips SUMMARIZE LLM Function

24. Model Training Overview

25. Model Training Regression

26. Model Training Classification

27. Model Validation Manual Hyperparameter Optimization

28. Model Validation Manual Cross-Validation

29. Model Validation GridSearchCV for Regression

30. Model Validation RandomizedSearchCV for Classification

31. Quick Checkpoint About Model Validation

32.1 What is the difference between model validation and evaluation.html

32. Model Evaluation Performance Metrics for Regression

33. Model Evaluation Performance Metrics for Classification

34. Model Serving SaveLoad the Trained Model File

35. Quick Tips Signup for a Free Snowflake Trial Account

36. Test Your Knowledge.html

3. ML Pipelines using Snowpark (before Cortex)

1. About this Section

2. Quick Tips Uploading Files in Snowflake

3. Introduction Snowpark Components

4. Introduction Procedures and Functions from SQL

5. Introduction Snowpark for Python

6. Introduction Procedures and Functions from Python

7. Introduction Vectorized User-Defined Functions

8. Introduction Runtimes and Package Versions

9. Introduction Snowpark for ML Pipelines

10. Data Collection Populating with SQL Statements

11. Data Collection Synthetic Data Generation

12. Data Collection Faker Library in Python Worksheet

13. Quick Tips Easiest Way to Connect to Snowflake

14. Data Collection Uploading with SQL Scripts

15. Data Collection Uploading with Python Code

16. Data Collection Uploading from External Stages

17. Data Collection Uploading Other Datasets

18. Data Collection Sample Data Extraction

19. Data Collection Data Split

20. Quick Checkpoint About Ingesting Data in Snowflake

21. Quick Tips Correlation Heatmap in Snowflake

22. Data Exploration Snowsight Charts and Dashboards

23.1 Exploratory Data Analysis with Snowflake and Deepnote.html

23.2 Seamless Machine Learning Workflows with Snowpark & Deepnote.html

23. Data Exploration Snowflake Partner Notebooks

24.1 Build and Deploy ML with Ease Using Snowpark ML, Snowflake Notebooks, and Snowflake Feature Store.html

24.2 Diamond Price Prediction End-to-End Machine Learning with Snowpark ML in Snowflake Notebooks.html

24. Data Exploration Snowflake Notebooks

25. Data Exploration Overview

26. Quick Tips Data Profiling in Snowflake

27. Quick Checkpoint Pandas vs Snowpark Data Frames

28.1 Snowpark Python Top Three Tips for Optimal Performance.html

28. Feature Engineering Pandas vs Snowpark DataFrames

29.1 End to end Machine Learning with Scikit-Learn and Snowpark.html

29. Feature Engineering Using Pandas DataFrames

30.1 How to Create a Complex Query with Snowpark DataFrame in Python.html

30. Feature Engineering Using Snowpark DataFrames

31. Feature Engineering Scalability Check with Python Worksheets

32.1 Snowpark API The Object Model.html

32. Feature Engineering Overview

33.1 How to Generate Snowflake Stored Procs via Python Worksheets.html

33. Quick Checkpoint About the Python Worksheets

34. Quick Tips DataFrame Queries

35. Data Preprocessing When You Cannot Avoid Pandas

36. Model Training Sentiment Analysis in Local Mode

37.1 NLP and ML with Snowpark Python and Streamlit for Sentiment Analysis.html

37. Model Training Sentiment Analysis with Stored Procedure

38. Model Training Overview

39. Model Training Sentiment Analysis with Imported Modules

40.1 Getting Started with Snowpark for Python with Scikit-learn.html

40. Model Training House Predictions with Stored Procedure

41. Model Serving Overview

42. Model Serving Sentiment Predictions with UDFs

43. Model Serving Sentiment Predictions with SQL

44.1 Vectorized UDFs for Batching.html

44. Model Serving House Predictions with Vectorized UDF

45.1 Examining the performance benefits of the Cachetools library.html

45. Model Serving Introduction to Cachetools

46. Model Serving UDFs vs Vectorized UDFs

47. Test Your Knowledge.html

4. ML Pipelines with Snowpark ML (in Cortex)

1. About this Section

2. Quick Tips Python Worksheets

3. Introduction Snowpark ML APIs

4. Data Collection FileSystem

5. Data Collection FileSet and Framework Connectors

6. Data Collection SnowflakeFile

7. Data Collection Overview

8. Distributed Preprocessing Sklearn vs Snowpark ML

9. Distributed Preprocessing Snowpark vs Snowpark ML

10. Distributed Preprocessing Notebook Experiments

11. Distributed Preprocessing Overview

12. Model Training Sklearn vs Snowpark ML

13. Model Training Snowpark vs Snowpark ML

14. Model Training Notebook Experiment

15. Model Training Overview

16. Quick Tips Estimator Pattern in Snowpark ML Modeling

17. Quick Checkpoint About the Roadmap to Snowpark ML

18. Distributed HPO Sklearn vs Snowpark ML

19. Distributed HPO Snowpark vs Snowpark ML

20. Distributed HPO Notebook Experiment

21. Distributed HPO Overview

22. Distributed Metrics Sklearn vs Snowpark ML

23. Distributed Metrics Snowpark vs Snowpark ML

24. Distributed Metrics Notebook Experiment

25. Distributed Metrics Overview

26. Snowflake MLOps Overview

27. Snowflake MLOps Logging a Model

28. Snowflake MLOps The Model Registry

29. Snowflake MLOps Model Predictions from Registered Models

30. Snowflake MLOps Model Types and Providers

31. Quick Tips Prediction Functions from Model Registry

32. Cost of Snowpark ML

33. Quick Tips Warehouse Auto-Suspend Value

34.1 100 Snowflake Cost Optimization Techniques.html

34. Quick Checkpoint About Auto-Suspend in Warehouses

35. Test Your Knowledge.html

5. ML Functions (in Cortex)

1. About this Section

2. Quick Tips Simple Classification through Wizard

3. Introduction ML Classes

4. Introduction ML Class Methods

5. Introduction Snowflake SQL Classes

6. Introduction Snowflake SQL Class Instances

7. Quick Checkpoint About the ML-Powered Functions

8. Classification Binary Classifier

9. Classification Multiclass Classifier

10. Classification Bank Classifier

11. Classification Overview

12. Quick Tips Confusion Heatmap for Classification ML Class

13. Forecasting Time Series Data

14. Forecasting Prepare Sales Data

15. Forecasting Train Model and Predict Sales

16. Forecasting Train Model and Predict Temperatures

17. Forecasting Overview

18. Anomaly Detection Overview

19. Anomaly Detection Detect Outliers in Sales

20. Anomaly Detection Automation with Tasks and Alerts

21. Anomaly Detection Detect Outliers in Temperatures

22. Quick Tips Marking Outliers for Anomaly Detection

23. Quick Checkpoint About Forecasting and Anomaly Detection

24. Gradient Boosting Algorithm

25. Gradient Boosting Classifier & Regressor

26. Contribution Explorer Overview

27. Contribution Explorer What Led to a Change in Sales

28. Contribution Explorer What Makes a Customer Take to a Loan

29. Contribution Explorer How to Survive on Titanic

30.1 Why Snowflakes TOP_INSIGHTS is NOT a Time-Series Function!.html

30. Quick Checkpoint TOP_INSIGHTS is NOT a Time Series Function!

31. Access Rights Introduction to Roles

32. Access Rights Classification

33. Access Rights Forecasting and Anomaly Detection

34. Quick Checkpoint About Access Rights to ML Classes and Functions

35. Cost of ML Functions

36. Test Your Knowledge.html

6. LLM Functions and Extensions (in Cortex)

1. About this Section

2. Quick Tips SENTIMENT LLM Function

3. Introduction to LLM Functions Overview

4. Introduction to LLM Functions Quick Demo

5. Introduction to Data Science Important Milestones

6. Introduction to Data Science Deep Learning Review

7. Introduction to Data Science Generative AI Review

8.1 My TensorFlow Developer Certificate.html

8. Quick Checkpoint About Deep Learning in Snowflake

9. ChatGPT Integrations Local Applications

10. ChatGPT Integrations Snowflake Applications

11. ChatGPT Integrations Overview

12. COMPLETE LLM Functions

13. EXTRACT_ANSWER LLM Function

14. SENTIMENT LLM Function

15. SUMMARIZE LLM Functions

16. TRANSLATE LLM Function

17. Quick Checkpoint About the Specialized LLM Functions

18. Applications with Cortex LLM Functions

19. Access Rights to LLM Functions

20. Cost of LLM Functions

21. Quick Tips Mistral-Large Cost

22. Quick Checkpoint About Mistral Large

23. LLM Extensions in Snowsight

24. Universal Search Overview

25. Snowflake Copilot Quick Demo

26. Snowflake Copilot Overview

27. Snowflake Copilot SQL Query Generation with LangChain and ChatGPT

28. Quick Checkpoint Is Snowflake Copilot Reliable Enough

29. Document AI Overview

30. Document AI Private Data Access with LlamaIndex and ChatGPT

31.1 Top 10 Snowflake Integrations with ChatGPT.html

31. Quick Checkpoint About ChatGPT Integrations

32. Test Your Knowledge.html

7. Wrapping Up

1.1 GitHub Repository for this course.html

1. Setup Instructions GitHub Project and VSCode

2.1 Signup for a Free Snowflake Trial Account.html

2. Setup Instructions Free Snowflake Trial Account

3.1 OpenAI Developer Platform.html

3. Setup Instructions ChatGPTOpenAI Account

4. Congratulations, You Made It!

5. Bonus Lecture.html

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تولید کننده: Udemy