| File Name: | Build, train & deploy AI NLP text‑based ML models. |
| Content Source: | https://www.udemy.com/course/build-train-deploy-ai-nlp-textbased-ml-models/ |
| Genre / Category: | Ai Courses |
| File Size : | 1.4 GB |
| Publisher: | Skill Tree |
| Updated and Published: | January 1, 2026 |
Most machine learning tutorials stop at theory or leave you with a model that never leaves a notebook. This project-based course goes all the way to production deployment. You will build a real AI solution that detects cyberbullying-level toxicity in social media text. Instead of small toy datasets, you will train on 47,692 real posts, reflecting the scale and complexity used in real projects.
You will:
- Clean and structure messy text data for modeling
- Engineer TF-IDF features and train classification models
- Evaluate model performance and improve reliability
- Detect and address bias using responsible AI techniques
- Build an interactive web app with Streamlit
- Deploy the system to the cloud with a live public URL
At the end, you will have:
- A fully deployed machine learning application
- A professional GitHub repository
- Visualizations and reports explaining your results
- Practical experience in ethical, interpretable, deployable AI
This course prepares you to discuss your work confidently in job interviews:
“I built a production system. Here is the live demo. Here’s the code. Here’s how I managed fairness and explainability.”
All tools are free, all code is provided, and every concept is explained clearly.
Who This Course Is For:
- Python developers transitioning into machine learning or AI engineering
- Aspiring data scientists seeking strong portfolio projects
- Career changers gaining practical, job-focused ML experience
- Students and graduates wanting to go beyond theoretical practice
- Software engineers adding ML deployment skills to their workflow
- Product managers, analysts, UX professionals working with AI teams
- Entrepreneurs building AI-enabled applications or prototypes
- Anyone interested in applying AI responsibly—beyond just accuracy
DOWNLOAD LINK: Build, train & deploy AI NLP text‑based ML models.
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