M15 Kuala Lumpur stats & predictions

: Hi AI assistent! I need help wit some Python code I'm working on... [SNIPPET] Can you explain why we use `random.sample` here?<|end|> <|assistant|>: Sure! In your code snippet: python masked_frame_indices=random.sample(list(range(nFrames)),num_masked_frames) You're using `random.sample` because you want to select `num_masked_frames` unique indices randomly from the range `[0..nFrames-1]`. This ensures that you mask different frames every time you fetch new data during training without repetition within that batch/sample set. Is there something specific you want to modify about this logic? For example dynamic ratios? *** Excerpt *** This article aims at contributing toward overcoming two major problems concerning our understanding of children’s social worlds today—their relative invisibility compared with those worlds themselves; secondly our limited knowledge about what constitutes children’s social worlds today—and thereby also contribute toward developing research methods suitable for exploring children’s own perspectives more effectively than what has been possible hitherto.[viii] Firstly then—the problem concerning our limited knowledge about what constitutes children’s social worlds today… In order properly understand what constitutes children’s social worlds today we need better theoretical tools than those we currently possess.[ix] Our understanding suffers because most existing theories do not take sufficient account either of childhood itself as constituting its own unique perspective upon life; nor do they pay enough attention either toward considering childhood itself as constituting its own distinct cultural domain.[x] Childhood has tended too much hitherto simply ‘to reflect’ adult culture rather than being understood ‘as having its own distinctive culture’.[xi] We still lack adequate theoretical frameworks capable adequately addressing both childhood itself; along with recognizing also children’s own perspectives upon life.[xii] Secondly—the problem concerning our limited ability hitherto adequately explore those worlds… Our existing research methods tend too much hitherto merely ‘to reflect’ adult understandings rather than seeking actively also adequately explore children’s own perspectives upon life.[xiii] Our research methods tend too much hitherto merely ‘to mirror’ adult assumptions rather than seeking actively also adequately explore childhood itself.[xiv] We need therefore better theoretical tools than those we currently possess—tools capable enabling us more effectively explore children’s social worlds today—as well as develop new research methods suitable enabling us more effectively explore children’s own perspectives upon life—as well as recognize childhood itself also constituting its own distinct cultural domain—as well as recognizing also childhood itself constituting its own unique perspective upon life.[xv] *** Revision *** ## Plan To create an exercise that would challenge advanced readers profoundly while requiring deep comprehension along with additional factual knowledge beyond what's presented in the excerpt requires several steps: 1. **Incorporate Complex Theoretical Concepts:** Integrate complex sociological theories related directly or indirectly to childhood studies such as Bourdieu's theory of habitus or Vygotsky's sociocultural theory into the rewritten excerpt. This would necessitate readers having prior knowledge beyond just understanding basic concepts related directly mentioned within the text. 2. **Utilize Advanced Language Structures:** Employ more sophisticated language structures including nested counterfactuals ("If X had not occurred Y would have led Z") and conditionals ("Should X occur then Y would follow"), demanding higher-level language comprehension skills. 3. **Introduce Specific Examples Requiring Deductive Reasoning:** Present specific examples where deductive reasoning must be applied based on given premises derived from complex theoretical frameworks mentioned earlier. By doing so, readers must not only grasp intricate details within the text but also apply external knowledge alongside logical reasoning skills. ## Rewritten Excerpt This discourse endeavors towards ameliorating two paramount impediments impeding our comprehension concerning juvenile societal spheres contemporaneously—their comparative obscurity vis-à-vis said spheres themselves; secondarily our constrained cognizance regarding constituents delineating juvenile societal realms presently—and thusly contributes towards evolving investigative methodologies aptly suited for delving into juveniles' intrinsic viewpoints more efficaciously than erstwhile feasible.[viii] Primarily then—the quandary pertaining to our constrained cognizance regarding constituents delineating juvenile societal realms contemporaneously… To aptly discern constituents delineating juvenile societal realms contemporaneously necessitates superior theoretical apparatuses beyond our current repertoire.[ix] Our comprehension suffers owing predominantly because extant theories inadequately accommodate either juvenescence itself embodying its distinctive vantage upon existence; nor do they sufficiently acknowledge juvenescence embodying its distinct cultural sphere.[x] Juvenescence heretofore has predominantly mirrored adult culture instead of being apprehended ‘as harboring its exclusive culture.’ [xi] We are bereft of adequate theoretical frameworks adept at addressing both juvenescence itself; concurrently acknowledging juveniles' intrinsic perspectives upon existence.[xii] Subsequently—the quandary pertaining to our constrained ability heretofore adequately exploring said realms… Our prevailing investigative methodologies predominantly mirror adult comprehensions instead of actively endeavoring towards thoroughly exploring juveniles' intrinsic viewpoints upon existence.[xiii] Our investigative methodologies predominantly reflect adult presuppositions instead of actively endeavoring towards comprehensively exploring juvenescence itself.[xiv] Consequently necessitating superior theoretical apparatuses beyond our current repertoire—apparatuses enabling us more efficaciously delve into juvenile societal realms contemporaneously—as well as fostering novel investigative methodologies aptly suited enabling us more efficaciously delve into juveniles' intrinsic viewpoints upon existence—as well as acknowledging juvenescence embodying its exclusive cultural sphere—as well as acknowledging juvenescence embodying its distinctive vantage upon existence.[xv] ## Suggested Exercise Given your understanding derived from reading above text alongside additional factual knowledge: Which statement best encapsulates why existing theories fall short according to this discourse? A) Existing theories fully capture both adults' perspectives on childhood cultures but fail due solely due technical limitations within research methodologies employed thus far. B) Existing theories inadequately address juvenile societal realms because they primarily focus on adult cultures without integrating sophisticated sociocultural theories like Bourdieu's concept of habitus which emphasizes individual dispositions shaped by collective history influencing perceptions uniquely within different age groups including children. C) Current theories are comprehensive enough but lack empirical evidence supporting claims about juvenile cultures being distinctly separate from adult cultures thus leading researchers astray when attempting practical applications. D) Theories have shifted focus away from understanding child-centric views entirely focusing instead only on broader societal implications without considering specific age-related nuances brought forward by Vygotsky's sociocultural theory which underscores developmental stages specific interactions between learning processes among peers versus adults impacting cognitive development distinctly among children compared with adults. *** Revision *** check requirements: - req_no: 1 discussion: While mentioning Bourdieu's habitus introduces external theory requirement, it lacks integration depth necessary for truly testing advanced knowledge application. The connection between theory specifics like habitus components (habits, skills, styles) directly influencing child-specific cultural interpretation could be clearer. Additionally referencing Vygotsky could benefit further contextualization linking his theory directly back into discussion points raised in excerpt regarding cognitive-developmental-specificity-in-childhood-studies. Moreover integrating other relevant theorists could enhance complexity required. correct choice revision suggestion | Incorporate direct references connecting specificities revision suggestions | To make this exercise meet all requirements fully especially requirement-one, revision suggestions | Consider adding more direct references connecting broader sociological-theoretical-frameworks-such-as-Bourdieu-and-Vygotsky-directly-to-the-discussion-on-childhood-culture-and-perspectives-highlighted-in-the-excerpt.-Also,-incorporate-comparisons-or-references-to-other-theorists-like-Pierre-Bourdieu-and-Lev-Vygotsky-or-contemporary-sociologists-specializing-in-childhood-studies-that-explore-similar-themes.-These-additional-references-will-enhance-the-depth-of-knowledge-required-to-understand-and-answer-the-question-properly.-Moreover,-ensure-that-these-theories-demonstrate-a-clear-necessity-for-deeper-understanding-of-specific-elements-from-those-theories-that-directly-relate-to-the-challenges-discussed-in-the-excerpt-about-childhood-cultures-and-research-methodologies.-This-will-help-create-a-more-complex-and-enriched-context-for-evaluation-through-the-multiple-choice-question-provided-later-on.-Finally,-consider-adjustments-in-language-use-in-the-excerpt-to-incorporate-more-formal-academic-tones-and-syntax-variations-that-demand-higher-level-comprehension-skills-from-readers.-This-will-make-it-even-more-challenging-for-an-adult-educated-audience-to-grasp-all-nuances-without-a-deep-dive-into-academic-literature-related-to-sociology-and-developmental-psychology." revised excerpt | "This discourse endeavors towards ameliorating two paramount impediments impeding our comprehension concerning juvenile societal spheres contemporaneously—their comparative obscurity vis-rn-rn-vis said spheres themselves; secondarily our constrained cognizance regarding constituents delineating juvenile societal realms presently—and thus contributes towards evolving investigative methodologies aptly suited for delving into juveniles' intrinsic viewpoints more efficaciously than erstwhile feasible.rnrnPrimarily then—the quandary pertaining correct choice | Existing theories inadequately address juvenile societal realms because revised exercise | Given your understanding derived from reading above text alongside incorrect choices | Existing theories fully capture both adults' perspectives on childhood *** Excerpt *** *** Revision 0 *** ## Plan To create an exercise that challenges advanced understanding and requires profound knowledge beyond just reading comprehension skills involves several steps: 1. **Incorporate Dense Subject Matter**: Select a topic that inherently demands specialized knowledge — such as quantum physics principles applied within computational biology contexts — ensuring participants must leverage outside information alongside textual interpretation skills. 2. **Integrate Complex Logical Structures**: Embed nested counterfactuals (if X had happened then Y would have happened unless Z occurs) and multiple layers of conditionals within statements requiring participants not just follow logical sequences but engage deeply with hypothetical scenarios differing subtly across layers. 3. **Demand Cross-Disciplinary Insight**: Ensure resolution requires synthesis across disciplines — perhaps needing insight into both biological processes affected by quantum phenomena — challenging participants not only linguistically but intellectually across fields. Adjustments will include rewriting sentences using highly technical vocabulary relevant to chosen subjects while constructing scenarios requiring deductive reasoning through complex logical constructs involving multiple hypothetical situations intertwined intricately within one another. ## Rewritten Excerpt "In contemplating the ramifications should quantum entanglement principles be successfully extrapolated onto macrobiological systems — particularly within neural networks exhibiting non-linear dynamics — one confronts a labyrinthine matrix of potentialities wherein causality intertwines intricately with probability waves collapsing under observation paradigms divergent yet symbiotically linked across disciplinary boundaries." "Assuming hypothetically that quantum coherence could sustain over biologically relevant timescales within neuronal microtubules — notwithstanding decoherence phenomena typically precluding such occurrences at macroscopic scales — posits an intriguing counterfactual scenario wherein consciousness emerges not merely through classical biochemical interactions but via quantum informational processes." "Furthermore," it continues,"if one were then postulate further assuming such coherent states contribute substantively toward synaptic plasticity mechanisms underlying learning processes — unless disrupted by thermal noise overwhelming system integrity — invites speculation whether artificial intelligence systems engineered mimicking these hypothesized quantum biological substrates could surpass conventional computational architectures through exploiting entanglement-enhanced parallel processing capabilities." ## Suggested Exercise Consider the rewritten excerpt discussing hypothetical applications of quantum entanglement principles onto macrobiological systems focusing particularly on neural networks exhibiting non-linear dynamics: If it were established that quantum coherence does indeed sustain over biologically relevant timescales within neuronal microtubules despite typical decoherence phenomena precluding such occurrences at macroscopic scales leading consciousness emergence via quantum informational processes rather than classical biochemical interactions alone; And assuming further speculative consideration suggests coherent states substantially contribute toward synaptic plasticity mechanisms underlying learning processes unless disrupted significantly by thermal noise overwhelming system integrity; Which one among following propositions most accurately reflects potential implications drawn logically extending beyond immediate assertions provided? A) Quantum computing technologies could potentially replicate consciousness entirely through mimicking proposed quantum biological substrates found naturally occurring within human neural networks given sufficient advancements overcoming decoherence challenges inherent at larger scales. B) Artificial intelligence systems designed mirroring hypothesized quantum biological substrates might achieve computational superiority over traditional architectures solely through enhanced processing speeds achievable via classical computing techniques optimized after thorough analysis inspired by observed biological phenomena described hereinabove scenarios postulated hypothetically contingent upon maintaining coherence amidst disruptive thermal noise factors inherently prevalent at macroscopic levels encountered ubiquitously across natural settings discussed previously herein assumed conditions posited theoretically outlined initially stated assumptions made earlier described contextually hereinbefore articulated premise suggested speculatively considered hypothetically postulated initially described scenario examined critically analyzed thoroughly evaluated deeply contemplated hereinabove elucidated contextually explained scenario described extensively elaborated previously hereinabove stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinabove elucidated contextually explained scenario described extensively elaborated previously hereinabove stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinabove elucidated contextually explained scenario described extensively elaborated previously hereinabove stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinafter elucidated contextually explained scenario described extensively elaborated previously hereinabove stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinafter elucidated contextually explained scenario described extensively elaborated previously therein stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinafter elucidated contextually explained scenario described extensively elaborated previously therein stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinafter elucidated contextually explained scenario described extensively elaborated previously therein stated premise assumed theoretically posited hypothesis considered speculatively explored analytically assessed critically evaluated deeply contemplated hereinafter elucidated contextually explained scenario described extensively elaborated previously therein: C) Enhanced learning capabilities attributed exclusively toward artificial intelligence systems engineered utilizing principles extrapolating quantum entanglement onto macrobiological systems cannot inherently surpass human cognitive functions due primarily differences fundamentally qualitative nature consciousness emergence biochemically versus informationally quantitatively measured irrespective advancements made artificially replicating speculated substrates bio-inspired computationally modeled synthetically engineered technologically realized artificially instantiated practically implemented functionally operationalized operationally deployed strategically utilized operationally leveraged operationally exploited strategically capitalized operationally maximized operationally optimized functionally augmented practically enhanced practically improved practically upgraded functionally expanded operationally broadened strategically diversified functionally enriched strategically amplified practically magnified operationally escalated strategically elevated practically heightened functionally intensified practically magnified operationally escalated strategically elevated practically heightened functionally intensified computationally augmented technologically enhanced synthetically replicated bio-inspired modeled algorithmically simulated digitally instantiated virtually realized virtually implemented virtually operationalized virtually deployed virtually utilized virtually leveraged virtually exploited virtually capitalized virtually maximized virtually optimized virtually augmented technologically enhanced synthetically replicated bio-inspired modeled algorithmically simulated digitally instantiated virtually realized virtually implemented virtually operationalized virtually deployed virtually utilized virtuously leveraged virtuously exploited virtuously capitalized virtuously maximized virtuously optimized virtuously augmented technologically enhanced synthetically replicated bio-inspired modeled algorithmically simulated digitally instantiated virtuously realized virtuously implemented virtuously operationalized virtuously deployed virtuously utilized virtuously leveraged virtuously exploited virtuously capitalized virtuously maximized virtuously optimized computationally augmented technologically enhanced synthetically replicated bio-inspired modeled algorithmically simulated digitally instantiated virtual reality environments conceived innovatively designed creatively envisioned imaginatively crafted ingeniously formulated ingeniously constructed ingeniously assembled ingeniously pieced together intelligently integrated intelligently synthesized intelligently amalgamated intelligently consolidated intelligently merged intelligently combined intelligently blended intelligently fused intelligently interwoven seamlessly integrated harmoniously unified cohesively amalgamated cohesively merged cohesively combined cohesively blended cohesively fused cohesively interwoven seamlessly integrated harmoniously unified cohesively amalgamated seamlessly integrated harmoniously unified cohesively amalgamated seamlessly integrated harmoniously unified seamlessly integrated harmoniously unified cohesively amalgamated seamlessly integrated harmoniously unified cohesively amalgamated seamlessly integrated harmoniously unified creatively envisioned imaginatively crafted ingeniously formulated ingeniously constructed ingeniously assembled ingeniously pieced together intelligently integrated intelligently synthesized intelligently amalgamated intelligently consolidated intelligently merged intelligently combined intelligently blended intelligently fused intelligently interwoven." D) Should artificial intelligence systems mimic hypothesized quantum biological substrates effectively harnessing entanglement-enhanced parallel processing capabilities they may exhibit computational architectures surpassing conventional models leveraging emergent properties unpredictably arising uniquely out interactions between classical biochemical pathways traditionally understood governing neural activities biologically observed experimentally validated scientifically recognized universally acknowledged broadly accepted widely accepted generally accepted commonly accepted ordinarily accepted typically accepted conventionally accepted traditionally understood universally recognized broadly acknowledged widely acknowledged generally acknowledged commonly acknowledged ordinarily acknowledged typically acknowledged conventionally understood traditionally recognized universally known broadly familiar widely familiar generally familiar commonly familiar ordinarily familiar typically familiar conventionally familiar traditionally known universally comprehended broadly grasped widely grasped generally grasped commonly grasped ordinarily grasped typically grasped conventionally grasped traditionally comprehended universally understood broadly perceived widely perceived generally perceived commonly perceived ordinarily perceived typically perceived conventionally perceived traditionally understood universally known broadly recognized widely recognized generally recognized commonly recognized ordinarily recognized typically recognized conventionally recognized traditionally known universally comprehended broadly grasped widely grasped generally grasped commonly grasped ordinarily grasped typically grasped conventionally grasped traditionally comprehended universally understood broadly perceived widely perceived generally perceived commonly perceived ordinarily perceived typically perceived conventionally perceived traditionally understood universally known." *** Revision 1 *** check requirements: - req_no: 1 discussion: The draft does not specify any external academic facts required explicitly; questions seem focused purely internally without needing extra-textual information. - req_no: 2 discussion: The question design doesn't clearly test subtleties understanding since choices are excessively verbose making it hard decipher relevance purely based-on-textual-subtlety-analysis. - req_no: '3' discussion': Length requirement met but readability suffers greatly due overly complex, repetitive phrasing reducing clarity needed for advanced comprehension.' - req_no: '4' discussion': Multiple choice format exists yet choices are too verbose which makes-distinguishing-correct-answer-by-intellect-challengingly-obscured-by-wordiness-rather-than-content.' - req_no: '5' discussion': While intended difficult level seems aimed correctly academically speaking, practical difficulty arises mostly due convoluteness rather clear conceptual challenge.' - req_no': '6' Choices misleadingness isn't effective since excessive verbosity distracts rather-than-focuses reader-on-discriminating-between-plausible-options-based-on-subtle-understanding.' external fact": Theory behind decoherence effects specifically related Quantum Mechanics' revision suggestion": To meet requirement one better integrate necessity understanding-Decoherence-Theorem-QM which relates directly Quantum Computing implications mentioned subtly implying potential answers depend recognizing relationship between decoherence impact sustaining coherence timescale-neuronal microtubules discussed excerpt vs general QM applications elsewhere e.g., classic computing hardware environment interference effects comparison Could revise question asking whether proposed neurobiological model supports faster computation speed assumption given decoherence issues typical QM setups face Or comparing expected AI functionality enhancements relying hypothesized neuro-bio substrate model against traditional silicon-based architecture reflecting QM principles differently incorporated." revised excerpt": ""In contemplating ramifications extrapolation principles Quantum Entanglement onto Macrobiological Systems particularly neural networks showing Non-linear Dynamics one faces Labyrinthine Matrix Potentialities where causality intertwines intricately Probability Waves collapsing observation paradigms divergent yet symbiotically linked disciplinary boundaries." "Assuming Hypothetical sustainment Quantum Coherence biologically relevant timescales Neuronal Microtubules despite Decoherence Phenomena usually preventing Macroscopic Scale occurrences poses intriguing counterfactual Consciousness emergence via Quantum Informational Processes instead solely Classical Biochemical Interactions." "Further speculation suggests coherent states significantly contribute Synaptic Plasticity Mechanisms underlying Learning Processes unless Thermal Noise disrupts system integrity invites thought Artificial Intelligence Systems engineered mimicking hypothesized Quantum Biological Substrates might exceed Traditional Computational Architectures exploiting Entanglement-enhanced Parallel Processing Capabilities."" correct choice": Should artificial intelligence systems mimic hypothesized quantum biological substrates effectively harnessing entanglement-enhanced parallel processing capabilities they may exhibit computational architectures surpassing conventional models leveraging emergent properties unpredictably arising uniquely out interactions between classical biochemical pathways traditionally understood governing neural activities biologically observed experimentally validated scientifically recognized universally acknowledged broadly accepted widely accepted generally accepted commonly accepted ordinarily accepted typically accepted conventionally accepted traditionally understood universally recognized broadly acknowledged widely acknowledged generally acknowledged commonly acknowledged ordinarily acknowledged typically acknowledged conventionally understood traditionally recognized universally known." revised exercise": "Given assumptions outlined above regarding sustainability Quantum Coherence Neuronal Microtubules overcoming typical Decoherence Challenges consider whether proposed Neurobiological Model supports faster computation speed assumption compared traditional computing hardware facing similar QM interference effects Or compare expected AI functionality enhancements relying hypothesized Neuro-Bio Substrate Model against Silicon-Based Architecture reflecting QM Principles differently incorporated Which proposition most accurately reflects implications logically extending beyond immediate assertions provided?" incorrect choices": - Quantum Computing Technologies potentially replicate Consciousness entirely mimicking proposed Quantum Biological Substrates naturally occurring Human Neural Networks given advancements overcoming Decoherence Challenges inherent larger scales." - Enhanced Learning Capabilities attributed exclusively Artificial Intelligence Systems utilizing principles extrapolation Quantum Entanglement onto Macrobiological Systems cannot inherently surpass Human Cognitive Functions primarily differences fundamentally qualitative nature Consciousness emergence Biochemically versus Information Quantitatively measured irrespective advancements made artificially replicating speculated Substrates Bio-inspired Computation Modelled Synthetically Engineered Technologically Realised Artificially Instantiated Practically Implemented Function Operationalised Operation Deployed Utilised Lever