Explore Research Studies
Cloud GPUs for Deep Learning: Availability& Price / Performance
If you are flexible about the GPU model, identify the most cost-effective cloud GPU based on our benchmark of 10 GPU models in image and text generation & finetuning scenarios. If you prefer a specific model (e.g. A100), identify the lowest-cost GPU cloud provider offering it.

Applying RLHF: Techniques, use cases, and challenges
Training AI systems to align with human values can be a challenge in machine learning. To mitigate this, developers are advancing AI through reinforcement learning (RL), allowing systems to learn from their actions. A notable trend in RL is Reinforcement Learning from Human Feedback (RLHF), which combines human insights with algorithms for efficient AI training.
Top 10 Tungsten Automation (Kofax) Alternatives
With the acceleration of artificial intelligence (AI), businesses are constantly looking for tools to: Intelligent document processing (IDP) tools can do all this, and more. For this reason, the global Intelligent Document Processing (IDC) market sizeis expected to grow from USD 1.1 billion in 2022 to USD 5.
eCommerce Data Collection: Best Practices & Examples
As online shopping grows and customer expectations shift, eCommerce businesses face increasing pressure to stay competitive. Real-world data is key to making faster, smarter decisions. Failing to collect and utilize data properly can result in missed sales, inefficient operations, and poor customer retention.
Best Amazon Scraper APIs Ranked by Performance
We benchmarked top Amazon scraper APIs over 1,400 URLs from 7 Amazon domains and identified the most reliable and cost-efficient data extraction solutions.
Top 3 Prolific Alternatives
Prolific is a popular AI data collection service that offers a crowdsourcing platform for AI data seekers. Our research identified some drawbacks of working with Prolific from the perspectives of its customers and workers.
Top 5 IBM Watson Competitors
Businesses use conversational AI to manage customer interactions and handle high inquiry volumes, reducing long wait times in queues. IBM’s watsonx assistant is one of the most popular options in the field, but with over 200 platforms available, choosing the right one can be overwhelming, as no tool is perfect.
ChatGPT Code Interpreter Plugin: Use Cases & Limitations
Since the release of ChatGPT, programmers and more advanced users of the tool were curious whether OpenAI will allow plugins to the chatbot. OpenAI announced the first plugins in April, followed by many others since then. At the beginning of July 2023, they announced an official ChatGPT plugin, the Code Interpreter. Figure 1.
Meta's New Llama 3.1 AI Model: Use Cases & Benchmark
Meta published model weights for Llama 3.1 which is one of the most advanced language models. This access enables enterprises, researchers or individual developers to finetune and deploy their own Llama-based models.