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Midjourney depiction of challenges and consideration in NLP

Challenges and Considerations in Natural Language Processing

The field of Natural Language Processing (NLP) has witnessed significant advancements, yet it continues to face notable challenges and considerations. These obstacles not only highlight the complexity of human language but also underscore the need for careful and responsible development of NLP...

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Opening the Black Box: How to Create AI Transparency and Explainability to Build Trust

Can we really trust Artificial Intelligence? Let’s face it. AI has trust issues. AI is rapidly permeating our lives. But perhaps even more rapidly permeating, are fears about AI. Fears that are largely due to a lack of transparency as to how AI works. These concerns are evident in questions people...

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Midjourney depiction of AI Bias

AI Bias, What It Is and How to Fix It

What Is Bias in AI? In the realm of artificial intelligence (AI), bias is an anomaly that skews outcomes, often reflecting societal inequities. AI bias can originate from various sources, including the data used to train AI models, the design of algorithms themselves, and the way results are...

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Supervised and Unsupervised Machine Learning: How to Choose the Right Approach: image 1

Continuous Improvement and Machine Learning Ops (MLOps)

The effectiveness of AI implementations, such as generative AI, is intrinsically linked to the quality and structure of the underlying data. However, maintaining the relevance and quality of this data is not a one-time task. It requires a continuous improvement approach, where machine learning...

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What Are Embeddings in Machine Learning?

In machine learning, embeddings are a technique used to represent complex, high-dimensional data like words, sentences, or even entire documents in a more manageable, lower-dimensional space. An analogy would be nice. Right. Think about Lego bricks. A lot of them. High-dimensional data is like the...

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Midjourney depiction of finetuning LLMs for accuracy

Fine-tuning Large Language Models for AI Accuracy and Effectiveness

We need more than just artificial intelligence. We need virtual experts that are accurate, authoritative, and effective. It’s not enough to deploy AI technologies to answer customer service questions, assist a doctor’s medical diagnosis, identify a negotiator’s key clauses in a contract, provide...

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What Is Semantic Search and How Can It Help Your Company?

Semantic search goes far beyond the words that people use in their searches, to interpret the intent behind the words, and the greater context in which people are asking. Traditional lexical or keyword-based technologies cannot accomplish this. The relevance and actionability of information that...

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Midjourney depiction of an LLM receiving inputs

The Influence of LLM Inputs on Outputs

Large language models analyze datasets to derive patterns and rules as a method of learning and replicating human intelligence. As you can probably guess, the dataset used in a model can dramatically alter its understanding. We’ve used a number of analogies to explain the significance of this, but it boils down to the same principle: the inputs in LLMs greatly influence the outputs.

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Supervised and Unsupervised Machine Learning: How to Choose the Right Approach: image 2

What is an LLM? And How Humans Shape Their Knowledge

Large language models are a type of artificial intelligence (AI) infrastructure used to generate human-like text-based content based on the input they receive.

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