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FICO scores

​FICO scores indicate risk of issuing a credit to a person or a company. Individual FICO scores range from 300 to 850. The higher the score is, the better personal credit rating. Companies credit FICO scores range from 0 to 300. High score means low risk lending money. There are number of factors that influence credit rating.

Liquidity issues

​Liquidity issues are financial issues. Many companies borrow money from financial institutions and at some point of time payments need to be made. If payments are done in time, then there is no problem, however if the payments are delayed and there are issues to make these, then the owners of this company feel uneasy. I cannot recommend a silver bullet of how to resolve these, I just give the definition here of what liquidity issues are.

Beyond the Training Loop: 5 Impactful Realities of Modern Machine Learning

1. The Model That Disappeared: A Lesson in Architectural Debt The most costly failures in machine learning are rarely mathematical; they are structural. Consider the common engineering tragedy: after exhaustive data cleaning and high-compute training, a developer achieves a model with 98% accuracy. It is a technical triumph until the environment is reset or the session terminates. Without a persisted state, documented weights, or a reproducible path, the model is effectively vaporware. This frustration highlights a critical industry bottleneck: the tendency to view machine learning as a "science project" rather than a production asset. Shifting toward high-signal engineering requires acknowledging that ML is not merely a collection of algorithms—it is a rigorous, multi-stage lifecycle. Without a strategy for architectural durability and idempotency, even the most accurate models represent little more than technical debt. 2. Machine Learning is a Lifecycle, Not a One-Off Event...

A webcam

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A webcam is device to capture video. Video conferencing require a web cam. Some of the laptop computers come with built-in camera. If that camera breaks, than it is easier to get a webcam, rather then fixing a built-in camera, because it is a time consuming process. Getting a webcam is a cheaper option then to fix a built-in camera. YouTube video

A speaker

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A speaker is a hardware device to play sounds. Speakers can have multiple configurations to provide mono, stereo, or surround sound. YouTube video

Headset

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A headset is a comfortable way of making audio conversations over a computer. A headset device has a headphone or many headphones and a microphone to capture the sound. A headset device is worn over head and offer hands free conversations. YouTube video

Computer’s power supply

​Computer’s power supply or abbreviated as PSU is the source of power to that computer’s components. Majority of computer components will require power.