Pickl AI

FEBRUARY 27, 2024

Ultimately, the course equips Financial Analysts with the proficiency to navigate complex financial data landscapes and extract valuable insights to drive informed business strategies. From algorithmic trading strategies to credit risk assessment, the potential applications of big data and machine learning in finance are limitless.

Big Data 52

Big Data Data Analysis Machine Learning Python 52

Stanford ILIAD

NOVEMBER 17, 2020

Instead, can robots learn to seamlessly interact with humans and other robots by taking their changing strategies into account? A standard reinforcement learning agent (left) based on Soft Actor-Critic ( SAC ) assumes that the opponent (right) follows a fixed strategy, and only blocks on its left side.

Robotics 52

Robotics Neural Network Algorithm 52

Kavita Ganesan

JULY 28, 2022

Examples include: Categorizing incoming support tickets by relevant topics Classifying images of silicon wafers as containing defects or no defects Example of support ticket classification 2. Classification A classification problem is about assigning one or more categories to a document, product, person, or image—essentially anything.

AI 52

AI AI Categorization Data Extraction 52

AWS Machine Learning Blog

SEPTEMBER 25, 2023

Finally, we present a comparative analysis of throughput improvements with each batching strategy on SageMaker using LMI DLCs to improve throughput for models like Llama v2. rolling_batch – Enables iteration-level batching using one of the supported strategies. Values include Python , DeepSpeed , FasterTransformer , and MPI.

Auto-complete 88

Auto-complete Deep Learning Machine Learning Computer Vision 88

AWS Machine Learning Blog

OCTOBER 11, 2023

The remaining 16% of the GPU will be used for the KV cache for the incoming requests. A large input with a small number of tokens being generated – Here, we fix the number of input tokens at 256 and prompt the LLM to summarize the input to 32 tokens Batching Strategy Throughput (tokens/sec) Latency p90 (secs) Dynamic Batching 19.96

Auto-complete 89

Auto-complete LLM Deep Learning Machine Learning 89

AWS Machine Learning Blog

FEBRUARY 29, 2024

It allows you to seamlessly customize your RAG prompts and retrieval strategies—we provide the source attribution, and we handle memory management automatically. Knowledge Bases has implemented a default chunking strategy that works well in most cases to allow you to get started faster. txt) Markdown (.md) Choose Next.

Machine Learning 106

Machine Learning Computer Vision Generative AI Explainability 106

Heartbeat

JUNE 12, 2023

Data drift can occur as the underlying patterns in the incoming data change over time. Real-time monitoring requires processing and analyzing data as soon as it arrives, which means that the monitoring system must be able to handle high volumes of incoming data with low latency. They are essential for debugging and error analysis.

Machine Learning 98

Machine Learning Data Drift Explainability Data Quality 98

AWS Machine Learning Blog

SEPTEMBER 28, 2023

Manufacturers and retailers think about long-term customer value and want to foster brand loyalty—this mission helps inform their supply chain strategy. Next, we investigate time series forecasting and how demand predictions can be optimally matched with item-level supply strategies.

ML 88

ML Metadata Machine Learning Data Science 88

AWS Machine Learning Blog

APRIL 12, 2023

To address these challenges, a seismic shift needs to happen in maintenance strategies—moving from a reactive to proactive mindset. Lookout for Equipment analyzes incoming sensor data in real time and accurately identifies early warning signals that could lead to unexpected downtime.

ML 76

ML Machine Learning Automation Data Ingestion 76

The MLOps Blog

MARCH 23, 2023

This article aims to provide some strategies, tips, and tricks you can apply to optimize your infrastructure while deploying them. 2 Different strategies to reduce the costs associated with these challenges. This can be true if you want to adopt a shadow deployment strategy. So is there a way to keep these expenses in check?

NLP 115

NLP LLM Large Language Models Natural Language Processing 115

Chatbots Life

MAY 19, 2023

The more time the service desk spends on the phone, email, or in person, the less time they have to fix problems. This cuddle leads to frustrated employees who expect a quick fix, as the delay in resolution could hamper their productivity. Increasing income and reducing expenses are two methods to save money.

Chatbots 95

Chatbots Automation Auto-complete Natural Language Processing 95

AWS Machine Learning Blog

APRIL 18, 2023

evaluation_strategy – The evaluation strategy used during training. For more details, refer to Perplexity of fixed-length models. The Companys net income attributable to the Company for the year ended December 31, 2016 was $4,816,000, or $0.28 What is your marketing strategy? What is your product or service?

Large Language Models 65

Large Language Models LLM NLP Deep Learning 65

AWS Machine Learning Blog

APRIL 18, 2023

evaluation_strategy – The evaluation strategy used during training. For more details, refer to Perplexity of fixed-length models. The Companys net income attributable to the Company for the year ended December 31, 2016 was $4,816,000, or $0.28 What is your marketing strategy? What is your product or service?

LLM 52

LLM NLP Deep Learning ML 52

NVIDIA

DECEMBER 6, 2023

Open-source software leads the charge: Thanks to open-source pretrained models, generative AI applications that solve specific domain challenges will become part of businesses’ operational strategies. This will help close the gap on the 150 million surgeries that are needed yet do not occur, particularly in low- and middle-income countries.

Robotics 128

Robotics Generative AI Large Language Models ML 128

The MLOps Blog

APRIL 20, 2023

Critical lessons Handling varying aspect ratios: resizing images to a fixed size might distort the aspect ratio and affect the model’s ability to recognize objects. Deploying changes without a rollback strategy : always have a rollback strategy in place to quickly revert to the previous version in case of unexpected issues.

Computer Vision 65

Computer Vision Auto-classification Neural Network Convolutional Neural Networks 65

Mlearning.ai

JULY 2, 2023

By examining the missing observations, we aim to develop strategies on how to fill these values. MB We fixed the missing observations in the dataset and edited the wrong data types. This may suggest that high resale values do occur, although rarely, and that customers with higher incomes usually shop in large volumes.

Categorization 52

Categorization Data Analysis Data Science ML 52

Mlearning.ai

MAY 23, 2023

Data cleaning helps to identify and fix any structural issues in the data. In Banking fields: Lending loans are the main source of income for banks. How is the grid search parameter different from the random search tuning strategy? Tuning strategies are used to find the right set of hyperparameters.

Data Science 52

Data Science Neural Network Deep Learning Machine Learning 52