Add Natural Language Processing AI power to App by LUIS API

1. Identify your goals for building a LUIS app with LUIS
Design LUIS application architecture and use-case
Intents in LUIS model
Entities and utterances in LUIS app
Entities, entities and Phrases
Train the LUIS model using custom intents
Create LUIS model with data
Test LUIS endpoint
Improve LUIS model using feedback
LUIS endpoint
Deploying a LUIS to Azure 2. Azure portal integration
Register app in Microsoft Azure and use LUIS
Test LUIS with Bing Spell Check API
Create LUIS endpoint in Azure
Publish LUIS app using Azure key
Improve LUIS performance with feedback loop and data
Build a chatbot integration
LUIS bot
Debugging LUIS
Demo LUIS
Review utterances in app
Bonus: Phrase suggestions for improving LUIS model
In the next steps:

1. Deploy your LUIS model to production environment
Review and monitor LUIS performance
Use LUIS in real-world scenarios
Advanced customize LUIS entities
Evaluate LUIS ```

--- **Overview of Course Review** The **Global course rating** for this online training is 3.55 out of 5, with all recent reviews being positive and constructive. The course has been generally well-received for its comprehensive content on using Microsoft LUIS API for Natural Language Processing (NLP), with a few suggestions for improvement. **Pros:** - **Content Quality:** The curriculum is praised for its thorough coverage of LUIS, from fundamental concepts to practical application in chatbots and web applications. It includes detailed instructions on creating Azure LUIS API, using Bing Spell Check API keys, and integrating NLP capabilities into applications. - **Real-World Application:** The course demonstrates how to apply the learned concepts in real-world scenarios, which is highly appreciated by learners who need to understand the practical implications of LUIS for their projects. - **Teaching Techniques:** The instructor is recognized for connecting with students efficiently and providing precise, on-point solutions. This approach is beneficial as it avoids overwhelming learners and helps them grasp the content effectively. - **Pacing and Clarity:** The instruction style is appreciated for being slow and clear, ensuring that the audience can follow along without difficulty, even for those unfamiliar with LUIS or AI concepts. - **Examples and Teaching Style:** The instructor's use of examples to explain complex ideas is commended. The teaching style is described as suitable for developers who are new to NLP and AI but want to implement these technologies in their applications. - **Foundational Concepts:** The course's approach to explaining fundamental concepts, particularly LUIS basic concepts, is considered excellent. It is noted that the course follows a logical structure, aligning with software development life cycle (SDLC) phases. **Cons:** - **Audio Clarity:** Some learners found the instructor's audio difficult to follow initially, which could potentially distract from the content being presented. This issue seems to be a minor concern as it did not significantly detract from the overall learning experience. - **Video Consistency:** There is a note that the version of LUIS used in the videos may differ from what learners see on their screens. This could indicate a need for updating video content to match current LUIS versions or interfaces. **Student Feedback:** Anirban, a learner who found the course excellent and industry-standardized, expressed a desire for further discussion and learning opportunities with the instructor. He commended the instructor's skill in connecting with students and providing relevant solutions promptly. Other learners highlighted the clarity of the teaching style and the precision of video content, which were short, precise, and covered single concepts and tasks effectively. The course was recommended for developers who need to understand and apply NLP capabilities without a deep prior knowledge of AI. In summary, this course on Microsoft LUIS API and NLP is highly regarded for its comprehensive coverage, practical examples, and clear instruction methods. While there are minor concerns regarding audio clarity and video consistency with the latest version of LUIS, the overall feedback indicates that the course is a valuable resource for beginners to advanced learners looking to integrate NLP into their applications. --- **Final Verdict:** This is an **excellent course for developers and those interested in NLP**, especially when integrating with Microsoft LUIS API. The course's strengths lie in its clear explanation of foundational concepts, practical application through real-world examples, and the instructor's ability to effectively convey complex information. It is recommended for individuals looking to build or enhance their language models and add NLP capabilities to their applications.