Trusted Text Classification from Concept to Deployment | NLP Workshop Capstone

Published on ● Video Link: https://www.youtube.com/watch?v=yb4mqoqXTcY



Category:
Let's Play
Duration: 10:54
1,162 views
33


This video is created by the participants of our NLP workshop. You can create applications like this too; see more details here: https://ai.science/

An overview of building a fully deployed trusted text classification application. The model extracted text features through a CountVectorizer (Bag of words) and Term Frequency-Inverse Document Frequency (TD-IDF). The Support Vector Machine (SVM) model demonstrated high accuracy results. Trust in the model was validated through LIME (Local Model Agnostic Explainer). Technology Stack: SciKit Learn/Flask/Python/NLTK

Team:
https://www.linkedin.com/in/barothet/
https://www.linkedin.com/in/elsharifali/
https://www.linkedin.com/in/kbennatti/
https://www.linkedin.com/in/mahmoud-a-44a2232a/




Other Videos By LLMs Explained - Aggregate Intellect - AI.SCIENCE


2020-04-29A Literature Review on ML in Neuroscience - Introducing new AISC Stream | AISC
2020-04-28Model Selection for Optimal Prediction in Statistical Learning (Part 1: 7 Wheels of Stat Learning)
2020-04-28A Literature Review on Machine Learning in Materials Science | AISC
2020-04-23SELFIES: A 100% robust representation of semantically constrained Graphs, for deep generative models
2020-04-23A Literature Review on Reinforcement Learning in Process Control | AISC
2020-04-22Learning to Play Soccer by Reinforcement Learning | AISC
2020-04-21Founders Stream: Customer Journey Maps in a Post-COVID-19 World | AISC
2020-04-16End to end recommender engine using Amazon Glue and SageMaker - Use Case for Data Scientists | AISC
2020-04-16A Literature Review on Graph Neural Networks
2020-04-01Hypothesis Generation with AGATHA : Accelerate Scientific Discovery with Deep Learning | AISC
2020-03-31Trusted Text Classification from Concept to Deployment | NLP Workshop Capstone
2020-03-31Deploying a News Summarizer RSS Feed App | NLP Workshop Capstone
2020-03-31Customer reviews summarization with Seq2Seq architecture and attention | NLP Workshop Capstone
2020-03-31Massive acceleration by using neural networks to emulate mechanism-based biological models
2020-03-26Integrating Privacy is Integrating Ethics: What privacy could have done for Clearview AI | AISC
2020-03-25Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches |
2020-03-24[Author speaking] Protein docking model evaluation by 3D convolutional neural networks | AISC
2020-03-23Building and leveraging pragmatic AI solutions for legal services | AISC
2020-03-17Deep learning interpretation of echocardiograms | AISC
2020-03-10News Recommender System Considering Temporal Dynamics and News Taxonomy | AISC
2020-03-09Deciphering interaction fingerprints from protein molecular surfaces using geometric deep learning |



Tags:
deep learning
machine learning
nlp
natural language processing
text classification
question answering
mlops
deployment
ai
ml