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Portfolio optimization through multidimensional action optimization using Amazon SageMaker RL

AWS Machine Learning Blog

The market price of each asset is assumed to vary across time. The prices are sampled randomly but modeled to show distinct behavior with different levels of volatility. The price ranges for the three asset classes are shown in the following figure. The agent uses the available cash balance to finance any asset purchases.

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MRO spare parts optimization

IBM Journey to AI blog

A recent report shows a significant increase in the cost of manufacturing downtime from 2021 to 2022, with Fortune Global 500 companies now losing 11% of their yearly turnover which amounts to nearly USD 1.5 trillion, up from USD 864 billion in 2019 to 2020. Can you review historical data modules? Results may vary.

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Hyperscale vs. colocation: Go big or go rent?

IBM Journey to AI blog

These voices forcefully advocate using a colocation solution, where your company will instead rent space in a hyperscale data center, thus saving USD millions or even billions in construction costs and other associated charges. Depending on the facilities constructed, some use cases will require USD millions or even billions.

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What are the Different Types of Transformers in AI

Mlearning.ai

The sequences might not be a perfect match (which would hold true for both very long and short sequences). These models are great, but what happens when we get to text generation? In such cases, we might not always have a complete sequence we are mapping to/from. This is where the next kind of Transformer architecture comes into play.

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Getting ready for artificial general intelligence with examples

IBM Journey to AI blog

While the progress is exciting, the leap from weak AI to true AGI is a significant challenge. While the timeline for developing a true AGI remains uncertain, an organization can prepare its technological infrastructure to handle future advancement by building a solid data-first infrastructure today.

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Saudi Arabia’s The Line: Everything you need to know

Dataconomy

Sure, having a grocery store or a gym within a five-minute walking distance is a dream come true. What is the price of The Line in Saudi Arabia? The anticipated construction expenses for the project range from 100 to 200 billion USD, but some estimates suggest costs could soar up to 1 trillion USD.

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Fine-tune Mixtral 8x7b on AWS SageMaker and Deploy to RunPod

Mlearning.ai

copy() return result # tokenize and chunk dataset lm_dataset = hf_df.map( lambda sample: mixtral_tokenizer(sample["text"]), batched=True, remove_columns=list(hf_df.features) ).map( USD Number of GPUs: 4x nvidia a10g Instance type: ml.g5.24xlarge == 4. .</s> Finally, we can chunk and upload our dataset to S3.

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