<H1> Blog </H1> |
<H2> Learn the Foundations of Machine Learning and Artificial Intelligence </H2> |
<H2> Learn IoT Home Automation by Building a Project </H2> |
<H2> Learn Clustering in Python – A Machine Learning Engineering Handbook </H2> |
<H2> Software Development Life Cycle (SDLC): A Comprehensive Guide </H2> |
<H2> Learn A-Level Computer Science Concepts </H2> |
<H2> Database Administration (DBA) : A Comprehensive Overview </H2> |
<H2> Programming Methodologies: A Comprehensive Overview </H2> |
<H2> How To Install Python On Ubuntu Terminal </H2> |
<H2> How to Install CSF (ConfigServer & Security Firewall) on cPanel </H2> |
<H2> 100+ Essential Linux Commands for Every Linux User </H2> |
<H2> Computer Science & Technology | Software | Linux | Programming | Tech Updates | Tutorials & Guides </H2> |
<H3> 1. Core Definitions </H3> |
<H3> 2. Types of Machine Learning </H3> |
<H3> 3. Foundational Concepts </H3> |
<H3> 4. Key Algorithms </H3> |
<H3> 5. Essential Mathematics </H3> |
<H3> 6. Tools & Libraries </H3> |
<H3> 7. Evaluation Metrics </H3> |
<H3> 8. Learning Roadmap </H3> |
<H3> 9. Ethics in AI </H3> |
<H3> 10. Trends & Future Directions </H3> |
<H3> Example: Simple Linear Regression in Python </H3> |
<H3> Next Steps </H3> |
<H3> Components Needed </H3> |
<H3> Step-by-Step Guide </H3> |
<H3> Expand Your Project </H3> |
<H3> Safety Tips </H3> |
<H3> Troubleshooting </H3> |
<H3> 1. Key Concepts </H3> |
<H3> 2. Popular Clustering Algorithms </H3> |
<H3> 3. Clustering Evaluation </H3> |
<H3> 4. Practical Applications </H3> |
<H3> 5. Hyperparameter Tuning </H3> |
<H3> 6. Best Practices </H3> |
<H3> 7. Advanced Topics </H3> |
<H3> 8. Tools & Libraries </H3> |
<H3> 9. Conclusion </H3> |
<H3> 1. SDLC Phases </H3> |
<H3> 2. SDLC Models </H3> |
<H3> 3. Best Practices </H3> |
<H3> 4. Tools & Technologies </H3> |
<H3> 5. Challenges in SDLC </H3> |
<H3> 6. Example: User Authentication Workflow </H3> |
<H3> 7. Conclusion </H3> |
<H3> 1. Programming & Algorithms </H3> |
<H3> 8. Exam Preparation Tips </H3> |
<H3> Recommended Resources </H3> |
<H3> 1. Key Responsibilities of a DBA </H3> |
<H3> 2. Popular Database Systems & Tools </H3> |
<H3> 3. Best Practices </H3> |
<H3> 4. Cloud Database Administration </H3> |
<H3> 5. Common DBA Tasks & Commands </H3> |
<H3> 6. Career Path & Certifications </H3> |
<H3> 7. Emerging Trends </H3> |
<H3> Conclusion </H3> |
<H3> 1. Traditional Methodologies </H3> |
<H3> 2. Agile & Iterative Methodologies </H3> |
<H3> 3. Software Development Paradigms </H3> |
<H3> 4. Modern Practices & Hybrid Approaches </H3> |
<H3> 5. Comparison Table </H3> |
<H3> 6. Emerging Trends </H3> |
<H3> Key Takeaways </H3> |
<H3> 1. Check Existing Python Versions </H3> |
<H3> 2. Install Python via APT (Ubuntu Repositories) </H3> |
<H3> 3. Install the Latest Python from Source </H3> |
<H3> 4. Install Python Using Deadsnakes PPA </H3> |
<H3> 5. Install Python with pyenv (Recommended for Multiple Versions) </H3> |
<H3> 6. Install pip (Python Package Manager) </H3> |
<H3> 7. Create a Virtual Environment (Best Practice) </H3> |
<H3> Troubleshooting </H3> |
<H3> Summary of Methods </H3> |
<H3> Prerequisites </H3> |
<H3> Step 1: Remove Existing Firewalls </H3> |
<H3> Step 2: Download and Install CSF </H3> |
<H3> Step 3: Verify Dependencies </H3> |
<H3> Step 4: Configure CSF for cPanel </H3> |
<H3> Step 5: Start CSF and LFD </H3> |
<H3> Step 6: Integrate CSF with cPanel </H3> |
<H3> Step 7: Test the Firewall </H3> |
<H3> Step 8: Configure Auto-Updates </H3> |
<H3> Key CSF Commands </H3> |
<H3> Common Issues </H3> |
<H3> Benefits of CSF on cPanel </H3> |
<H3> File and Directory Management </H3> |
<H3> System Information and Monitoring </H3> |
<H3> Networking </H3> |
<H3> Process Management </H3> |
<H3> User and Permission Management </H3> |
<H3> Package Management </H3> |
<H3> Text Processing </H3> |
<H3> System Services and Logs </H3> |
<H3> Disk and Filesystem Tools </H3> |
<H3> Security </H3> |
<H3> Miscellaneous </H3> |
<H3> Shell Shortcuts </H3> |
<H3> Key Takeaways </H3> |
<H4> 1. Set Up Software </H4> |
<H4> 2. Circuit Wiring </H4> |
<H4> 3. Blynk App Setup </H4> |
<H4> 4. Code for ESP32 </H4> |
<H4> 5. Upload Code & Test </H4> |
<H4> 2.1 K-Means </H4> |
<H4> 2.2 Hierarchical Clustering </H4> |
<H4> 2.3 DBSCAN (Density-Based Spatial Clustering) </H4> |
<H4> 2.4 Gaussian Mixture Models (GMM) </H4> |
<H4> 3.1 Internal Metrics (No Ground Truth) </H4> |
<H4> 3.2 External Metrics (With Ground Truth) </H4> |
<H4> 4.1 Customer Segmentation </H4> |
<H4> 4.2 Image Segmentation </H4> |
<H4> 4.3 Anomaly Detection </H4> |
<H4> 5.1 Choosing k in K-Means </H4> |
<H4> 5.2 Tuning DBSCAN </H4> |
<H4> 1.1 Planning & Feasibility </H4> |
<H4> 1.2 Requirements Analysis </H4> |
<H4> 1.3 System Design </H4> |
<H4> 1.4 Implementation (Coding) </H4> |
<H4> 1.5 Testing </H4> |
<H4> 1.6 Deployment </H4> |
<H4> 1.7 Maintenance </H4> |
<H4> Programming Paradigms </H4> |
<H4> Data Structures </H4> |
<H4> Algorithms </H4> |
<H4> Waterfall </H4> |
<H4> Spiral Model </H4> |
<H4> Agile </H4> |
<H4> Scrum </H4> |
<H4> Kanban </H4> |
<H4> Extreme Programming (XP) </H4> |
<H4> Object-Oriented Programming (OOP) </H4> |
<H4> Functional Programming (FP) </H4> |
<H4> Procedural Programming </H4> |
<H4> Test-Driven Development (TDD) </H4> |
<H4> DevOps </H4> |
<H4> Rapid Application Development (RAD) </H4> |
<H4> Lean Software Development </H4> |
<H4> Install Python 3: </H4> |
<H4> Install Python 3.x (Specific Version): </H4> |