Understanding Unstructured Data with Language Models - Alex Peattie
Explore language models for unstructured data analysis, covering classification, predictive modeling, and information retrieval. Learn key concepts and practical applications in various fields.
Using Free Text for Predictive Modeling
Explore efficient text representation for predictive analytics, covering techniques to transform varied-length text into fixed-length vectors for machine learning applications like sentiment analysis and news classification.
Physics Matters - In Artificial Intelligence - Natural and Artificial Cognition
Explore natural and artificial cognition, machine learning, and computer vision applications in healthcare, research, and autonomous vehicles with Professor Kalle Åström.
Fine-Tuning Alpaca- Train Alpaca LoRa for Sentiment Analysis on a Custom Dataset
Learn to fine-tune Llama 7B with Alpaca LoRa on a custom bitcoin sentiment dataset. Covers data preprocessing, model training, and performance analysis for sentiment detection in cryptocurrency tweets.
Building an Ethical Data Science Practice
Explore building an ethical data science practice, focusing on transparency, fairness, and explainability. Learn strategies to operationalize ethical AI and foster proactive risk management in your organization.
How to Convert Almost Any PyTorch Model to ONNX and Serve It Using Flask
Learn to convert PyTorch models to ONNX format and deploy them using Flask, focusing on a BERT sentiment model. Gain practical skills in model conversion and API development.
Spark NLP - State-of-the-Art Natural Language Processing at Scale
Discover scalable NLP techniques using Apache Spark, covering core algorithms, BERT embeddings, and multi-lingual challenges. Learn to build efficient pipelines for various NLP tasks through practical demonstrations.
Building a Pipeline for State-of-the-Art NLP Using Hugging Face Tools
Learn to build state-of-the-art NLP pipelines using Hugging Face tools. Explore tokenization, transformer networks, and various NLP tasks like sentiment analysis and question answering.
Advanced Natural Language Processing with Apache Spark NLP
Explore advanced NLP tasks using Apache Spark NLP, covering classification, named entity recognition, sentiment analysis, and more through hands-on Python notebooks and deep learning techniques.
How to Build Machine Learning Pipelines with Docker
Explore practical applications of Docker containers for rapid ML project prototyping, including face detection, sentiment analysis, and smart bot creation.
Security of Machine Learning Systems
Explore security challenges in AI and ML systems, including adversarial attacks and MLOps. Learn to apply pen testing skills to ML, with demonstrations on manipulating image recognition and NLP models.
Emotion Detection in Text: Latest Developments and Challenges
Explore latest developments in emotion detection from text, covering techniques, datasets, and challenges in building production-level systems for enhanced NLP applications.
Master AI Efficiency with LoRA - Optimize Fine-Tuning for Large Language Models
Optimize AI fine-tuning with LoRA: Learn selective parameter updates, preserve model integrity, and adapt models efficiently across tasks. Gain practical insights for streamlined, resource-efficient AI projects.
Tool/Function Use Deep-Dive with Claude 3.5 Sonnet - A to Z Explanation with Examples
Comprehensive tutorial on using Claude 3.5 Sonnet's tool/function calling capabilities, covering various applications with practical examples and implementation workflows.
The Emotional Machine
Explore the concept of emotional intelligence in machines and its implications for AI development with researcher Megha Chakraborthy.
Generating Music From Emotion - and Other Experiments
Explore innovative techniques for generating music based on emotional patterns in books, videos, and films, using sentiment analysis and other non-musical data as foundations for musical storytelling.
Next-Generation Microservices-Based Data and Analytics Solution
Explore a microservices-based solution for scalable data and analytics, addressing challenges in data quality and management for informed business decisions.
Unlock Your Next Best Opportunity with Digital Selling
Enhance digital selling with a unified platform offering customer insights, efficient processes, and AI-driven recommendations for faster deal closures and improved sales performance.
The 2017 Total Solar Eclipse - Science, Reach, and Impact II
Comprehensive exploration of the 2017 total solar eclipse, covering scientific findings, public engagement strategies, and educational impacts across various disciplines and institutions.
Natural Language Processing with Deep Learning and TensorFlow
Explore deep learning for NLP using TensorFlow. Learn to create embeddings, build neural networks, and apply them to classification tasks with hands-on labs and interactive learning.
Attacking Deep Learning-Based NLP Systems
Explore vulnerabilities in deep learning NLP systems, focusing on word embeddings. Learn to manipulate training data and inject into real-world applications, with emphasis on security implications.