Chromatin: Structure, Composition, and Function

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Questions and Answers

Which of the following is the primary goal of prompt engineering?

  • To confuse AI models for security purposes.
  • To generate desired outputs from AI models by crafting effective prompts. (correct)
  • To limit the capabilities of AI to prevent misuse.
  • To bypass AI safety protocols for unrestricted access.

Prompt engineering is only useful for text-based AI models, not image or audio models.

False (B)

Name two key components or strategies involved in crafting effective prompts.

Clarity and Specificity

The process of refining prompts through iterative testing is known as prompt ________.

<p>optimization</p>
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Match the following prompt engineering techniques with their descriptions:

<p>Few-shot prompting = Providing a limited number of examples to guide the model. Chain-of-thought prompting = Encouraging the model to explain its reasoning step-by-step. Role prompting = Instructing the model to act as a specific persona or expert. Template Prompting = Using a premade structure to guide the AI.</p>
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What is a potential drawback of using overly complex prompts?

<p>Potential for the AI to misinterpret the prompt. (A)</p>
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Prompt engineering is a one-time process; once a prompt is created, it doesn't need further refinement.

<p>False (B)</p>
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How can prompt engineering help in mitigating biases present in AI models?

<p>By guiding the model towards fair and unbiased results.</p>
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Using delimiters in a prompt helps to clearly separate different ________ of the instruction.

<p>parts</p>
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In the context of prompt engineering, what does 'zero-shot learning' refer to?

<p>Generating outputs without providing any examples in the prompt. (B)</p>
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The length of a prompt (number of words or characters) has no impact on the quality of the AI's response.

<p>False (B)</p>
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Why is it important to define the desired output format in a prompt?

<p>To ensure that the AI generates results that are easily usable.</p>
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When using prompt engineering for creative writing, providing a ______ can help guide the AI's narrative.

<p>theme</p>
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Which of the following is NOT a typical prompt engineering technique?

<p>Relying on jargon and technical terms. (B)</p>
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Prompt engineering is only necessary for complex AI tasks; simple tasks don't require any prompt optimization.

<p>False (B)</p>
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Explain the concept of "temperature" in the context of prompt engineering and AI models.

<p>Controls the randomness of the models output.</p>
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Prompt engineering can be used to improve the ________ and relevance of search engine results.

<p>accuracy</p>
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What is the MOST important factor when trying to avoid 'AI hallucinations' (where the AI provides incorrect or nonsensical information)?

<p>Providing clear, specific, and verifiable information in the prompt. (B)</p>
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Prompt engineering is primarily a technical skill, requiring extensive programming knowledge.

<p>False (B)</p>
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Name at least one benefit of using Role Prompting.

<p>Guides the model to act as a specific persona or expert which leads to a specialized output.</p>
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Flashcards

Atkinson-Shiffrin Model

A model that describes how memory works; it consists of the sensory register, short-term memory (STM), and long-term memory (LTM).

Sensory Register

The initial stage that holds sensory information briefly.

Short-Term Memory (STM)

A temporary storage system that holds information for a short period.

Working Memory

Also known as 'working memory,' it actively processes information in STM.

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Maintenance Rehearsal

A rehearsal strategy that involves repeating information to keep it in short-term memory.

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Elaborative Rehearsal

A rehearsal strategy that involves thinking about the meaning of information to transfer it to long-term memory.

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Long-Term Memory (LTM)

The relatively permanent storage of information.

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Declarative (Explicit) Memory

LTM: Memory for facts and knowledge.

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Episodic Memory

A type of declarative memory for specific events in time.

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Semantic Memory

LTM: Memory for general knowledge and facts.

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Nondeclarative (Implicit) Memory

LTM: Memory for skills and habits; knowing 'how'.

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Procedural Memory

A type of implicit memory for skills and habits.

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Encoding

The process of transferring information from short-term memory to long-term memory.

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Retrieval

The process of accessing information stored in long-term memory.

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Recognition

A measure of retention that involves identifying information among distractors.

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Recall

A measure of retention that involves reproducing information without cues.

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Primacy Effect

The tendency to remember the first items in a list.

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Recency Effect

The tendency to remember the last items in a list.

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Priming

A retrieval cue that activates related information stored in memory.

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State-Dependent Memory

The phenomenon that recall is better when internal states match during encoding and retrieval.

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Study Notes

  • Chromatin is the combination of DNA and proteins that make up the contents of the nucleus of a cell
  • Its primary function is to compress the DNA into a compact form to fit inside the nucleus
  • Additionally, it protects the DNA from damage and regulates gene expression and DNA replication
  • Chromatin structure varies depending on the cell's stage of the cell cycle

Chromatin Composition

  • Consists of DNA, proteins (histones and non-histone proteins), and RNA
  • DNA carries the genetic information
  • Histones are proteins responsible for the first level of DNA packaging
  • Non-histone proteins are involved in gene regulation, DNA replication, and DNA repair
  • RNA is involved in gene expression

Histones

  • Are small, positively charged proteins that bind to the negatively charged DNA
  • The positive charge is due to a high proportion of lysine and arginine amino acids
  • There are five main types: H1, H2A, H2B, H3, and H4
  • H2A, H2B, H3, and H4 form the nucleosome core
  • H1 binds to the nucleosome and linker DNA, stabilizing the chromatin structure
  • Histones are subject to various modifications, such as acetylation, methylation, phosphorylation, and ubiquitination

Nucleosomes

  • Are the basic units of chromatin
  • Consist of approximately 146 base pairs of DNA wrapped around a core of eight histone proteins (two each of H2A, H2B, H3, and H4)
  • The DNA between nucleosomes is called linker DNA, which is bound by histone H1
  • Nucleosomes resemble "beads on a string"

Levels of Chromatin Organization

  • DNA wraps around histone proteins forming nucleosomes (10 nm fiber)
  • Nucleosomes coil up to form a 30 nm fiber
  • The 30 nm fiber forms looped domains, which attach to proteins
  • These looped domains further coil and fold, resulting in the highly condensed chromosomes seen during cell division

Euchromatin

  • Is a lightly packed form of chromatin that is rich in gene concentration, and is often (but not always) under active transcription
  • Represents the most active portion of the genome
  • Is typically found in the actively transcribed regions of the genome

Heterochromatin

  • Is a tightly packed form of chromatin, which comes in multiple varieties
  • Constitutive heterochromatin is permanently condensed and contains repetitive sequences
  • Facultative heterochromatin can become euchromatin

Chromatin Remodeling

  • Is the dynamic modification of chromatin architecture to allow access of condensed genomic DNA to regulatory proteins complexes
  • ATP-dependent chromatin remodeling complexes use the energy of ATP hydrolysis to alter histone-DNA contacts
  • Histone modifying enzymes add or remove chemical groups to or from histones (acetylation, methylation, phosphorylation, and ubiquitination)

Histone Modifications

  • Covalent modifications to histone proteins that influence chromatin structure and gene expression
  • Acetylation is associated with increased gene expression
  • Methylation can either increase or decrease gene expression, depending on the specific amino acid modified
  • Phosphorylation is typically associated with gene expression and chromosome condensation
  • Ubiquitination is involved in gene expression, DNA repair, and chromosome condensation

Chromatin and Disease

  • Aberrant chromatin structure and modifications are associated with various diseases, including cancer and genetic disorders
  • Mutations in histone modifying enzymes can lead to altered gene expression patterns and disease development
  • Epigenetic drugs that target histone modifying enzymes are being developed as potential cancer therapies

Summary

  • Chromatin is a dynamic structure whose organization plays a crucial role in regulating gene expression and maintaining genome stability
  • Chromatin structure is influenced by histone modifications and chromatin remodeling complexes
  • Aberrant chromatin structure and modifications are associated with various diseases

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