IBM Journey to AI blog

OCTOBER 16, 2023

Reducing latency by 75%+ With IBM Cloud’s new Madrid multi-zone region (MZR), latency between highly available (HA) workloads is no longer a concern. With sub-1ms latency between availability zones, the Madrid MZR allows your high availability, latency-restricted workloads to operate at on-premises speeds.

System Architecture 83

System Architecture Cloud Computing Database 83

Heartbeat

NOVEMBER 6, 2023

The Directed Acyclic Graph is a graph structure in which connection is done sequentially without a loop, i.e., the last node in the graph is not connected to the first node. This type of graph creates a loop in which one or more nodes are connected.

Data Pipeline 52

Data Pipeline Clean Data ETL Python 52

IBM Journey to AI blog

JANUARY 16, 2024

Estimated carbon accounting with no or few loads: Worker node: 2 × t2.medium Worker node: 2 × t2.medium Containerizing workloads : By using a container platform instead of a traditional VM environment, you can reduce annual infrastructure costs by up to 75%. g/W at 20% utilization PUE and CI remain the same.

AWS 94

AWS Clustering Database Artificial Intelligence 94

The MLOps Blog

MARCH 23, 2023

In distributed inference, the model is distributed on multiple nodes or servers. Even for basic inference on LLM, multiple accelerators or multi-node computing clusters like multiple Kubernetes pods are required. This distribution facilitates intensive communication between each layer in a single node. For instance, a 1.5B

Natural Language Processing 115

Natural Language Processing Cloud Computing AWS Deep Learning 115

AWS Machine Learning Blog

MARCH 8, 2023

The most common bids are day-ahead energy bids, which should be submitted 1 day in advance of the actual trading day, and real-time energy bids, which should be submitted 75 minutes before the trading hour. MPII’s bid optimization engine solution uses ML models to generate optimal bids for participation in different markets.

AWS 73

AWS Machine Learning Machine Learning Analytics 73

AWS Machine Learning Blog

OCTOBER 23, 2023

With over 30 million jobs listed in more than 75 countries, Talent.com serves jobs across many languages, industries, and distribution channels. In the SMDDP architecture (as shown in the following figure), distributed training is also scaled using a cluster of many nodes.

AWS 88

AWS Deep Learning Deep Learning Machine Learning 88

ODSC - Open Data Science

FEBRUARY 14, 2023

Microsoft will reportedly get a 75% share of OpenAI’s profits until it makes back the money on its investment, after which the company would assume a 49% stake in OpenAI. Additionally, Microsoft plans to invest $10 billion in OpenAI. This would allow it to support the large and unpredictable workloads of popular internet sites.

Database 124

Database AI AI Natural Language Processing 124

Flipboard

APRIL 17, 2023

We use the jax.tree_map method to apply the sgd function to each leaf node in the params PyTree. Now we define a lambda function sgd , which takes params and gradients and returns the updated params according to the stochastic gradient descent algorithm. The reason behind using a PyTree should become clear now. What's next?

Machine Learning 107

Machine Learning Machine Learning Deep Learning Deep Learning 107

AWS Machine Learning Blog

APRIL 17, 2023

Quantization has shown great and consistent success for inference tasks by reducing the size of the model up to 75%, offering 2–4 times throughput improvements and cost savings. Quantizing from FP32 to INT8 reduces the model size by 75%, but the accuracy/score loss impact is often less than a point.

AWS 78

AWS Deep Learning Deep Learning Machine Learning 78