IBM Journey to AI blog

JULY 6, 2023

To keep up with the pace of consumer expectations, companies are relying more heavily on machine learning algorithms to make things easier. How do artificial intelligence, machine learning, deep learning and neural networks relate to each other? Machine learning is a subset of AI. What is artificial intelligence (AI)?

Neural Network 178

Neural Network Deep Learning Machine Learning Artificial Intelligence 178

Unite.AI

FEBRUARY 16, 2024

Despite achieving remarkable results in areas like computer vision and natural language processing , current AI systems are constrained by the quality and quantity of training data, predefined algorithms, and specific optimization objectives.

Neural Network 195

Neural Network Machine Learning Algorithm Natural Language Processing 195

Unite.AI

JANUARY 23, 2024

Word2Vec pioneered the use of shallow neural networks to learn embeddings by predicting neighboring words. Powerful approximate nearest neighbor algorithms like HNSW , LSH and PQ enable fast semantic search even with billions of documents. Responsible AI tooling remains an active area of innovation.

Large Language Models 100

Large Language Models Prompt Engineering Prompt Engineer LLM 100

O'Reilly Media

NOVEMBER 19, 2024

The “distance” between each pair of neighbors can be interpreted as a probability.When a question prompt arrives, run graph algorithms to traverse this probabilistic graph, then feed a ranked index of the collected chunks to LLM. One more embellishment is to use a graph neural network (GNN) trained on the documents.

LLM 102

LLM Hybrid AI NLP Large Language Models 102