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10. 1.4 Python Basics.mp4
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1 - Introduction to Machine Learning
10 - Feature Engineering
11 - Saving & Loading Models
12 - Practical ML Projects
13 - Deployment Basics
14 - Best Practices & ML Workflow
15 - Interview Preparation
2 - Python for Machine Learning
3 - ML Libraries in Python
4 - Data Handling & Preprocessing
16. Loading & Inspecting Data.mp4
MP4
35.8 MB
17. Handling Missing Values & Feature Engineering.mp4
MP4
25.8 MB
18. Train-Test Split & Scaling Normalization.mp4
MP4
19.2 MB
5 - Exploratory Data Analysis (EDA)
19. Understanding Your Data.mp4
MP4
9.4 MB
20. Summary Statistics.mp4
MP4
10.7 MB
21. Data Visualisation Basics.mp4
MP4
19.3 MB
22. Scatter Plots & Bar Charts.mp4
MP4
13.4 MB
23. Correlation Analysis.mp4
MP4
19.1 MB
24. Distribution Plots.mp4
MP4
8.6 MB
6 - Supervised Learning - Regression
25. Understanding Regression Simple Linear Regression & Multiple Linear Regression.mp4
MP4
31.4 MB
26. Model Training & Evaluation.mp4
MP4
27.4 MB
27. MAE(Mean Absolute Error), MSE(Mean Squared Error), RMSE(Root Mean Squared Error).mp4
MP4
10.9 MB
7 - Supervised Learning - Classification
28. Logistic Regression.mp4
MP4
25.6 MB
29. K-Nearest Neighbors.mp4
MP4
36.6 MB
30. Decision Trees.mp4
MP4
15.7 MB
31. Random Forest.mp4
MP4
20 MB
32. Model Evaluation Metrics Accuracy, Precision, Recall, F1 Score.mp4
MP4
46.5 MB
8 - Model Evaluation & Validation
33. Confusion Matrix.mp4
MP4
55.3 MB
34. Cross-Validation.mp4
MP4
29.8 MB
35. Overfitting, Underfitting, Bias-Variance Tradeoff.mp4
MP4
23.6 MB
20 matching files shown out of 23 matching files, 66 total files.
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1 - Introduction to Python & Setup
10 - Python Modules and Packages
11 - Intermediate to Advanced Python
12 - Working with APIs and Web Requests
13 - Automation and Scripting
14 - Introduction to Data Science with Python
2 - Python Basics
4. Variables and Data Types.mp4
MP4
32.9 MB
3 - Control Flow
4 - Loops and Iterations
12. For Loops and Range().mp4
MP4
35.6 MB
13. Nested Loops.mp4
MP4
35.1 MB
14. Looping Through Strings, Lists, Dictionaries.mp4
MP4
45.8 MB
5 - Data Structures in Python
15. Lists.mp4
MP4
44.5 MB
16. Tuples.mp4
MP4
52.2 MB
17. Sets.mp4
MP4
49.8 MB
18. List Comprehension & Dictionary Comprehension.mp4
MP4
43.1 MB
6 - Functions and Scope
19. Defining Functions.mp4
MP4
35.8 MB
20. Default Arguments, args, kwargs.mp4
MP4
35.1 MB
21. Variable Scope Local, Global, Nonlocal.mp4
MP4
47.5 MB
7 - Error Handling and Exceptions
22. Common Error Types.mp4
MP4
42.1 MB
23. Try, Except, Finally.mp4
MP4
56.6 MB
24. Raising Exceptions.mp4
MP4
53.6 MB
25. Custom Exception Classes.mp4
MP4
46.9 MB
8 - File Handling
26. Reading & Writing Text Files.mp4
MP4
34.5 MB
9 - Object-Oriented Programming (OOP)
27. Classes and Objects.mp4
MP4
43.1 MB
28. Instance vs Class Variables.mp4
MP4
35 MB
29. Inheritance and Polymorphism.mp4
MP4
64.3 MB
30. Magic Methods (str, repr).mp4
MP4
57.2 MB
20 matching files shown out of 21 matching files, 45 total files.
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1 - Introduction
10 - Fundamentals of AI Agents
11 - Building Your First Agentic AI Agent
12 - LangChain for Agent Development – Industry tool
13 - RAG - Retrieval-Augmented Generation
14 - Practical AI Prompts for Real-World Projects
15 - Deployment & Scaling – Production-ready skills
2 - Agentic AI Fundamentals
3 - Mastering the Future Essential AI Tools for Every Professional
4 - Generative AI Basic concepts
5 - Setting up and Exploring the Power of ChatGPT
6 - Python Setting up and Local Development
7 - Generative AI for Real-World Business - Use Cases
8 - Generative AI for Content Creation – Automation
9 - Agentic AI - Understanding LLMs (Core Engine)
37. Prompt Engineering basics.mp4
MP4
14.3 MB
1 matching file, 69 total files.
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1 - Course Introduction
10 - Memory Management and Python Internals
11 - Design Patterns and Advanced Python Concepts
12 - Python Interview Practice
13 - Course Wrap-Up
2 - Python Fundamentals
3 - Functions and Functional Programming
4 - Object-Oriented Programming
5 - Advanced Object-Oriented Programming
6 - Python Collections and Data Structures
101 - Python pathlib Basics.mp4
MP4
4 MB
1 matching file, 201 total files.
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storage 747.7 MB
access_time 1 month ago
[FreeAllCourse.Com] Udemy - The Python Mega Course Build 10 Real World Applications
4. The Basics Operations with Data Types
1. Python Shell and Terminal Tip.mp4
MP4
7.78 MB
1 matching file, 584 total files.
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  • Age: 6 years ago
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1 - Welcome & How to Use This Course
10 - Costs, Scaling & Ops
demo-9-1-cost-optimization
demo-9-2-autoscaling-backpressure
demo-9-3-rate-limiting
11 - Security, Privacy & Responsible AI
demo-10-1-prompt-injection
data
docs
demo-10-2-sanitization-validation
demo-10-3-data-retention
12 - Advanced Topics
demo-11-1-multimodal-basics
images
demo-11-2-faiss-sharding
code
docs
shard_a_product
shard_b_pricing
shard_c_sdk
demo-11-3-edge-on-device
code
13 - Capstone Build, Demo & Reflect
2 - Quick Foundations
3 - Setup, Demo Modes & Reproducibility
demo-2-4-live
node-express
python-fastapi
module-02-lecture-02-demo
code
logs
mock
tests
4 - Prompt Engineering in Practice
1 - Iterative Prompt Improvement.mp4
MP4
68.1 MB
2 - System vs User vs Assistant Messages.mp4
MP4
49.6 MB
3 - Output Schemas & JSON Parsers.mp4
MP4
119.5 MB
4 - Prompt Pipelines & Automated Checks.mp4
MP4
95.5 MB
5 - Code Generation & Validation.mp4
MP4
59.2 MB
demo-3-1-iterative-prompt-improvement
code
demo-3-2-message-structures
code
demo-3-3-output-schemas
code
demo-3-4-prompt-pipelines
code
demo-3-5-code-gen-validation
code
5 - Retrieval-Augmented Generation (RAG)
1 - RAG vs Plain Prompts.mp4
MP4
55.9 MB
2 - Build a Local FAISS Index.mp4
MP4
54.5 MB
3 - RAG Pipeline with Precomputed Embeddings.mp4
MP4
65.5 MB
4 - Context Windows & Prompt Stitching.mp4
MP4
101.5 MB
demo-4-1-rag-vs-plain
code
docs
demo-4-2-faiss-index
code
docs
demo-4-3-rag-precomputed
code
docs
demo-4-4-context-window
code
docs
6 - Fine-Tuning & Customization
1 - Dataset Prep & Validation.mp4
MP4
103.8 MB
2 - Fine-Tune Workflow End to End.mp4
MP4
287.8 MB
3 - Alternatives to Fine-Tuning.mp4
MP4
59.6 MB
demo-5-1-dataset-prep
code
data
raw
demo-5-2-fine-tune-workflow
code
data
processed
demo-5-3-alternatives
code
data
docs
7 - Building Chat Apps Web
1 - App Architectures Serverless vs Serverful.mp4
MP4
19.5 MB
2 - Streaming & Real-Time Chat Backend.mp4
MP4
53.5 MB
3 - React Chat UI with Streaming & Markdown.mp4
MP4
115.1 MB
demo-6-1-app-architectures
code
demo-6-2-streaming-chat
code
demo-6-3-react-chat-stream
server
web
src
components
8 - Agents, Tools & Safe Execution
1 - Agent Basics Orchestrating Tools.mp4
MP4
40.9 MB
2 - Code-Execution Tool with Sandboxed Tests.mp4
MP4
181.3 MB
3 - Tool Validation & Safety Guardrails.mp4
MP4
69.2 MB
demo-7-1-agent-basics
demo-7-2-code-exec-sandbox
sandbox
demo-7-3-tool-guardrails
9 - Testing, Monitoring & Observability
1 - Unit & Integration Testing LLM Outputs.mp4
MP4
58.3 MB
2 - Evaluation Harness & Human Review Queue.mp4
MP4
89.3 MB
20 matching files shown out of 21 matching files, 231 total files.
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1 - Course Introduction
2 - Python Basics
3 - Working with Data Structures
4 - Control Structures in Python
10. Using If Statements for Conditional Logic.mp4
MP4
14.8 MB
1 matching file, 52 total files.
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1 - SQL & Database Basics
10 - Advanced SQL Programming Concepts
11 - SQL Interview Preparation – Data Engineer
12 - Advanced Interview Questions (SQL + Python)
2 - Data Insertion & Basic Constraints
4. INSERT Statement in SQL.mp4
MP4
80.6 MB
3 - Keys & Relationships
4 - Filtering Sorting & Data Modification
10. FILTER & SORT IN SQL.mp4
MP4
45.1 MB
11. DELETE VS DROP VS TRUNCATE IN SQL.mp4
MP4
46.3 MB
12. UPDATE IN SQL.mp4
MP4
34.7 MB
5 - Conditional Logic & Aggregation
13. CONDITIONAL STATEMENT IN SQL AND OR IN CONDITION IN SQL.mp4
MP4
64.4 MB
14. Aggregate Function IN SQL.mp4
MP4
28.5 MB
15. Group by IN SQL.mp4
MP4
46.8 MB
6 - Advanced Filtering & Result Control
16. Like Operator IN SQL.mp4
MP4
101.1 MB
17. Having Clause IN SQL.mp4
MP4
59.5 MB
18. TOP OR LIMIT IN SQL.mp4
MP4
62.1 MB
19. Distinct IN SQL.mp4
MP4
13.1 MB
20. Coalesce IN SQL.mp4
MP4
54.2 MB
7 - SQL Joins & Set Operations
21. Complete SQL JOINS SQL JOIN with Examples.mp4
MP4
123.9 MB
22. Union vs Union all IN SQL.mp4
MP4
62.6 MB
8 - Schema Changes & Analytical Foundations
23. ALTER IN SQL.mp4
MP4
61.2 MB
24. Windows function in SQL Aggregate windows function.mp4
MP4
105 MB
9 - SQL Analytical & Window Functions
25. RANK DENSE_RANK ROW_NUMBER IN SQL SQL Analytical Functions.mp4
MP4
140.2 MB
26. Lead and Lag in sql.mp4
MP4
80.2 MB
18 matching files, 43 total files.
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1 - Course Introduction
10 - Manual Control
11 - Beyond Basics
12 - Final Project
13 - Conclusion
2 - Requirements for the Course
3 - Raspberry Pi OS Setup
4 - Setup Python Environment
7. Section Video.mp4
MP4
31 MB
5 - Introduction to Python
6 - Programming with LED
11. Section Video.mp4
MP4
14.9 MB
7 - Robot Assembly and First Run
19. Robot Kit.mp4
MP4
29.2 MB
20. Robot Assembly Video.mp4
MP4
375.1 MB
8 - Navigation with Distance Sensor
23. Section Video.mp4
MP4
23.3 MB
5 matching files, 52 total files.
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1 - Foundations of Statistics
10 - Bayes' Theorem and Predictive Analytics
11 - Inferential Statistics and Hypothesis Testing
2 - Python Basics for Analytics
4. Python Basics for Data Analysis (Handson).mp4
MP4
54.1 MB
3 - Descriptive Statistics Measures of Central Tendency
4 - Descriptive Statistics Understanding Data Dispersion
12. Dispersion Metrics Range Variance and Standard Deviation.mp4
MP4
19.8 MB
13. Example Call Duration Data for Dispersion Analysis.mp4
MP4
41.1 MB
14. Excel and Python for Dispersion Calculations.mp4
MP4
30.9 MB
15. Applications of Dispersion Metrics.mp4
MP4
26.3 MB
5 - Descriptive Statistics Visualizing Data
16. Data Visualization Techniques.mp4
MP4
22 MB
17. Practical Visualizing Call Duration Datasets.mp4
MP4
29.5 MB
18. Creating Visuals in Excel.mp4
MP4
19.3 MB
19. Creating Visuals in Python.mp4
MP4
20.8 MB
6 - Introduction to Probability
20. Probability Concepts.mp4
MP4
29.4 MB
21. Permutations and Combinations Simplified.mp4
MP4
30.7 MB
22. Telecom Case Study Spectrum Band combinations.mp4
MP4
27.9 MB
23. Probability Distribution& its types.mp4
MP4
35.4 MB
7 - Normal Distribution
24. Normal Distribution & its properties.mp4
MP4
48 MB
25. Case Study Analyzing Daily Call Durations.mp4
MP4
26.8 MB
26. Z Scores Predicting User Call Behavior.mp4
MP4
21.6 MB
8 - Binomial Distribution in Action
27. Binomial Distribution & its properties.mp4
MP4
32.8 MB
28. Predicting Call Quality Using Binomial Models.mp4
MP4
18.4 MB
29. Excel and Python Implementation.mp4
MP4
99.9 MB
30. Applications of Binomial Distribution.mp4
MP4
21 MB
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1. Getting Started
10. [Activity] Python Basics, Part 4 [Optional].mp4
MP4
21.12 MB
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10 Python Courses For Beginners 2020 [UdemyLibrary.com]
Python for Beginners [UdemyLibrary.com]
4. Functions
1. Basics Defining function.mp4
MP4
81.61 MB
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1 - Introduction
Logistic Regression in Python
Data Files
Others
Presentation
10 - Knearest Neighbors Classifier
11 - Understanding The Results
12 - Appendix 1 Linear Regression In Python
ML Practical task 3
ML Task 1
ML Task 2
13 - Congratulations About Your Certificate
2 - Introduction To Machine Learning
3 - Basics Of Statistics
4 - Setting Up Python And Jupyter Notebook
13 - Installing Python And Anaconda.mp4
MP4
15.3 MB
14 - Opening Jupyter Notebook.mp4
MP4
54.7 MB
15 - Introduction To Jupyter.mp4
MP4
36.4 MB
16 - Arithmetic Operators In Python Python Basics.mp4
MP4
10.5 MB
17 - Strings In Python Python Basics.mp4
MP4
81.4 MB
18 - Lists Part 1.mp4
MP4
11.3 MB
19 - Lists Part 2.mp4
MP4
13.4 MB
20 - Tuples And Dictionaries.mp4
MP4
13 MB
5 - Important Python Libraries
21 - Working With Numpy Library Of Python.mp4
MP4
52.9 MB
22 - Working With Pandas Library Of Python.mp4
MP4
55.9 MB
23 - Working With Seaborn Library Of Python.mp4
MP4
61.7 MB
6 - Data Preprocessing
26 - Gathering Business Knowledge.mp4
MP4
8.7 MB
27 - Data Exploration.mp4
MP4
14.6 MB
28 - The Dataset And The Data Dictionary.mp4
MP4
127.4 MB
29 - Data Import In Python.mp4
MP4
35.5 MB
31 - Univariate Analysis And Edd.mp4
MP4
19 MB
32 - Edd In Python.mp4
MP4
123.8 MB
34 - Outlier Treatment.mp4
MP4
16.2 MB
35 - Outlier Treatment In Python.mp4
MP4
76.5 MB
37 - Missing Value Imputation.mp4
MP4
15.4 MB
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1 - Introduction
10 - Times Series Econometrics-Basics
11 - Time Series -ARIMA
12 - Time Series VAR
13 - ARCH and GARCH Models
2 - Python Programming Basics
4. Numpy for Computation.mp4
MP4
91.9 MB
3 - Regression Analysis
4 - Functional Forms and Regression
10. Log Log Regression.mp4
MP4
27.8 MB
11. Exponential Regression.mp4
MP4
22.9 MB
8. Log Linear Regression.mp4
MP4
33.4 MB
9. Linear Log Regression.mp4
MP4
23.3 MB
5 - Dummy Variable and Regression
12. Simple Dummy Variable Regression.mp4
MP4
74.7 MB
13. Dummy Variable Interaction Regression.mp4
MP4
75.5 MB
14. Structural Break and Dummy Variable.mp4
MP4
75.5 MB
6 - Multicollinearity
15. Multicollinearity Detection.mp4
MP4
72 MB
16. Multicollinearity Remedies- PCA.mp4
MP4
67.7 MB
17. Multicollinearity Remedies -Adding and Deleting Variable.mp4
MP4
36.4 MB
7 - Heteroscedasticity
18. Heteroscedasticity Detection-Graphical Method.mp4
MP4
50.5 MB
19. Heteroscedasticity Detection-Breusch-pagan Test.mp4
MP4
47.8 MB
20. Heteroscedasticity Detection-White Test.mp4
MP4
31.8 MB
21. Heteroscedasticity Remedies -Robust.mp4
MP4
53.6 MB
22. Heteroscedasticity Remedies -Log Transformation.mp4
MP4
39.5 MB
23. Heteroscedasticity Remedies-WLS.mp4
MP4
42.5 MB
8 - Autocorrelation
24. Autocorrelation Detection-Durbin Watson.mp4
MP4
34.7 MB
25. Autocorrelation Detection-Breusch Godfrey.mp4
MP4
28.2 MB
26. Remedies -Newey West (HAC) Error Correction.mp4
MP4
34 MB
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10. 1.4 Python Basics.mp4
MP4
7.9 MB
1 matching file, 75 total files.
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[FreeAllCourse.Com] Udemy - The Python Mega Course Build 10 Real World Applications
4. The Basics Operations with Data Types
1. Python Shell and Terminal Tip.mp4
MP4
7.78 MB
1 matching file, 586 total files.
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