统一描述和优化技术
统一描述和优化技术

统一描述和优化技术

  这次我们对强化学习中的环境、模型、方法进行统一的描述,并介绍一些提升训练效果的技巧。

Models and Planning

  这一小节我们来定义一下什么是 model 并将生成策略的过程定义为 planning。环境的 model 说的是一个预测环境的反馈的模型,比如以前使用过的概率分布 p(r,s'|s,a),给定一个状态和一个动作,模型会产生对下一个状态和下一个奖励的预测。如果一个模型是随机的,那么就会有很多可能的不同的次状态和 reward。于是 model 可以被分为两种:一种是生成一个概括各个可能次状态的概率分布,叫做 distribution\ model;另一种是根据概率随机采样生成一个次状态,称作 sample\ model

  planning 用于描述一个计算过程,即:以一个 model 为输入,从而生成或者优化一个策略。之前所学习过的值函数计算和策略优化事实上都可以被描述为一个 planning 的过程。

  于是一个强化学习的过程就被抽象为了一个关于环境的模型以及在这个模型上的计算的过程。

Dyna-Q

  基于前面的定义,这一小节将对强化学习的执行过程进行一个抽象。

image-20220808141422039

  如图所示,强化学习最基本的过程为

model\rightarrow policy\rightarrow experience\rightarrow model.

其中的 experience 指的就是从环境获得奖励、回报等,当然在优化的过程中也可以绕开 model,直接实施对策略或者说值函数的优化,这种方法我们统一称为 directRL

  Dyna-Q 是一种将两个机制结合起来的方法,伪代码如下所示

image-20220808142305955

Prioritized Sweeping

  上面两个小节对强化学习过程进行了一个统一的描述,下面几个小节就一些具体技术进行分析。

  Prioritized Sweeping 说的是对不同的经验信息施以不同的重视程度,先放出伪代码,然后再对着伪代码分析过程。

image-20220808142955714

代码中的 (a)-(d) 和一般的强化学习一样,(e) 计算每个 experience 的重要度,这里重要度是直接用 error 衡量的,而且获得了奖励之后并不直接更新模型,而是将其直接加入一个优先队列,以备后用,然后在 (g) 步骤基于优先队列使用误差最的经验进行更新,每个经验只使用一次。

Full vs. Sample Backups

  Full-backup

Q(s,a) \gets \sum_{s',r}p(s',r|s,a)[r+\gamma\max_{a'} Q(s',a')]

  Sample-bakcup

Q(s,a) \gets Q(s,a) + \alpha[R+\gamma\max_{a'} Q(s',a') - Q(s,a)]

Heuristic Search

  在每次进行决策选择动作的时候,我们希望选择可以获取更大收益的动作,传统的方法是根据 model 或者值函数判断可能获得更大收益的动作。如果我们扩大与环境交互的步数,就可以预知两步之后的真实情况,就可以在当前步进行更加的决策,这是通过时间提高优化质量。

256条评论

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  4. Causes of secondary hypogonadism include the growing older
    course of, pituitary gland disorders (such as a pituitary tumor or tumor treatment), sure inflammatory
    ailments, HIV/AIDS, and some medications (such as certain opiates).

    A genetic condition, Kallmann syndrome, can even lead to secondary hypogonadism.
    However some signs of low testosterone may be delicate,
    and a lot of males don’t notice their hormones might be responsible.
    “A lot of fellows walk into clinics running on fumes in relation to their testosterone ranges,”
    says urologist Joshua Calvert, M.D., a doctor who works with Hone Health.
    Testosterone levels begin to gradually decline in males, beginning of their 40s
    and 50s. In females, testosterone levels begin declining after the age of 25.

    This is a standard part of getting older, but in some males,
    the drop is faster or more severe than expected.
    This can lead to signs of Low T, similar to
    fatigue and lowered sexual desire. While this pure decline
    can’t be utterly stopped, maintaining a healthy lifestyle might
    gradual the process. An inexpensive and reliable screening check for male hypogonadism
    can measure whole and “free” testosterone levels in the
    blood. This check is usually done within the morning (testosterone levels
    usually peak between eight and 10 a.m.). As the Cleveland Clinic explains,
    these exams can also measure hormones produced by the pituitary
    gland, similar to follicle-stimulating hormone and luteinizing hormone.
    Free testosterone – that which is not bound in the bloodstream to SHBG (sex hormone-binding globulin) –
    levels have been proven to decline quicker than total testosterone.

    There are many suspected causes of osteoporosis, and probably the most
    frequent are corticosteroid use, Cushing’s syndrome, hypogonadism and extreme alcohol consumption. In a research of elderly males in a nursing home who have skilled hip fractures, 66%
    were hypogonadal (64). In 2007, it was estimated that 23.6 million individuals, or 7.8% of the US
    population, had diabetes (38). Testosterone is converted to dihydrotestosterone (DHT) by 5α-reductase enzymes or to estradiol by
    aromatase in target cells.
    Subsequently, it’s essential to never self-diagnose
    low testosterone and as a substitute seek recommendation from a certified
    healthcare professional if you’re experiencing symptoms that may be associated to low testosterone.

    Furthermore, many in style testosterone boosters on the market include a variety of natural elements or
    different compounds, some of which may interact with sure drugs and health situations.
    One essential side of study design is the precise endpoints and goal measures used to determine
    outcomes. Studies are sometimes particularly powered and designed to address a key efficacy endpoint, corresponding
    to a particular symptom enchancment, and to not tackle secondary
    symptom enchancment or opposed occasions.
    Whereas SERMs, hCG, and AIs are all categorized as “various therapies” to
    testosterone, they’re truly a diverse group of
    brokers. These agents share the common total therapy effect of accelerating
    intrinsic manufacturing of testosterone, but there are substantial variations in pharmacologic
    characteristics and mechanisms of action between them.
    Given these pharmacologic and mechanistic variations, mixtures of those alternative therapies might, in some situations, be clinically
    appropriate. Other population-based studies have attempted to
    measure prevalence, however haven’t used commonplace methodology, which
    makes arriving at a definitive number of testosterone deficiency troublesome.
    In the conventional male, the beginning of puberty is clear by enlargement of the testes and the appearance
    of pubic hair, followed by the looks of auxiliary and facial hair.

    These embrace the promotion of haemoglobin synthesis and red blood cell manufacturing;
    the stimulation of anabolic muscular improvement and bone development; and the suppression of adipose tissue formation. Testosterone
    additionally stimulates the basal metabolic price (8) and has positive results on temper and cognitive ability
    (13). Aggressive advertising campaigns by pharmaceutical companies have led to elevated awareness of hypogonadism among males, who may then current to the clinic requesting testing or remedy (1).
    As a end result, main care physicians are seeing extra patients just like the one described above.
    The physiological age-related lower in testosterone manufacturing ought to be differentiated from late-onset hypogonadism (LOH), defined as
    the presence of three sexual signs and low testosterone (low T) in growing older males (2).

    Just as eating a wide range of nutrient-dense foods is important in your general wellness, it’s additionally essential for maintaining healthy hormone ranges.
    Try to incorporate loads of fruits, vegetables, entire grains, nuts,
    and lean proteins. Nutritional Vitamins and minerals like magnesium, zinc, and vitamin D are
    essential for total well being, together with hormone manufacturing.
    Lastly, it’s essential to do not neglect that TRT must be
    saved solely for men with true low testosterone ranges.

    The challenge is finding one that’s respectable,
    affordable, and supplies services that are tailored to your specific needs.

    Sites like Hone, Ulo, Hims, and PeterMD provide well-regarded testosterone services, with different remedy
    plans available. The Post has consulted several men’s well being consultants and leaders in the hormone area to
    create a step-by-step information to getting TRT in 2025.

    If you’ve been feeling slightly low in multiple
    aspect of life, you’re not alone, and likelihood is you’re not going
    loopy, both. In uncommon instances when neither therapy works, we are ready
    to think about growing the FSH degree as well with injections of the FSH
    substitute hMG. Commerce saturated fat for healthier
    ones similar to olive oil, avocado, and nuts. No, you have to proceed the remedy to maintain your testosterone.

    Whereas it is normal for testosterone ranges to decrease with age, some men expertise a significant drop that impacts their quality of life and well being.
    One examine found that 39 % of men forty five and
    older have low testosterone, also referred to as testosterone deficiency (TD)
    or male hypogonadism. Low testosterone is outlined by
    whole testosterone ranges less than 300 ng/dl.2 Testosterone naturally declines with age, and most males
    typically won’t notice symptoms of low testosterone till
    it drops under this degree. As belly fats increases, there is a rise in activity of the enzyme “aromatase” which converts testosterone in the fats cells to estrogen.

    References:

    speech-language-therapy.com

  5. It goes without saying that if you’re not in the best of health, you have to ask yourself if you ought to take
    steroids in the first place. What’s extra, you set yourself in danger by shopping for an unlawful drug from an unregulated
    supply; you do not have any means of figuring out exactly what you
    would possibly be getting, which can make it much more harmful.

    There are many different manufacturers of anabolic, and every has
    its own distinctive coloured and formed tablet.
    For instance, oral pink Dianabol drugs, or pink that,
    as it’s typically mentioned, are thought-about the best
    type of methandienone.
    Dianabol raises the muscle protein synthesis and the extent of nitrogen retention very excessive, thus dashing up the healing and restoration following strenuous train. The best dosage for
    each particular person relies upon upon a fantastic many factors.
    Are you taking d-bol alone (not usually recommended), what’s your current condition, what is your cycle history,
    what workout routine are you following, what are
    your targets… The optimum dosage for you may trigger insupportable unwanted facet effects or very restricted advantages for someone else.
    For many, 25-35mg ED of d-bol is an effective working
    stage, although some will push it to 50-60mg ED.
    As A End Result Of dianabol’s half-life is 3-5 hours, the dosage should be broken up into 4-5 portions all through the day, so as to
    stabilize the consequences.
    It is a Steroid people will use to extend lean muscle mass and sometimes
    not be used in a fats loss phase. It does convert into Estrogen readily and
    will trigger various bloating, making it better for bulking.
    As precisely reflected by their anabolic and androgenic scores, Dianabol is the superior
    steroid for building mass. However, Deca Durabolin is an effective compound
    that can maximize muscle and strength positive aspects when mixed with dianabol pink tablets (or different mass-building steroids).

    This is because Dianabol can cause some unwanted effects, such as increased blood stress and water retention, that
    might be detrimental to long-term well being. Equally, Proviron doesn’t shut down testosterone manufacturing via the
    down-regulation of HPTA, unlike other anabolic steroids (43).
    As previously talked about on this guide, Dianabol is extra
    anabolic than testosterone, however with fewer androgenic effects.

    Thus, muscle features shall be more noticeable
    on Dianabol, with higher weight acquire. We contemplate Dianabol the
    better steroid for building pure mass; nevertheless, aesthetically, trenbolone produces
    “higher quality” muscle positive aspects with
    no water retention. However, we have had some bodybuilders use Dianabol throughout
    cutting cycles to help them keep strength and muscle measurement
    when in a calorie deficit.
    Arnold’s diet was tailored to optimize the muscle-building course of augmented by Dianabol, providing
    the best nutrients for recovery and development.
    At this stage, users have acclimated to its results and
    can tolerate integrating additional compounds like Deca Durabolin to help additional
    muscle development and restoration. Dianabol can interact negatively with certain medicines and
    worsen pre-existing health situations.
    Thus, regular prescriptions for bodybuilders and athletes
    have been now not issued. There just isn’t an unlimited quantity
    of knowledge concerning the relationship between anabolic steroid use and kidney harm.
    Further analysis reveals that even tiny doses of oxandrolone (2.5 mg), when taken by boys suffering from delayed puberty, can notably lower endogenous
    testosterone production (17). Anavar has beforehand been labeled effective and secure
    by researchers.
    You can expect to realize kilos of muscle mass throughout a typical six to eight-week Dianabol cycle.
    Dianabol is a strong anabolic steroid with
    a wide range of potential makes use of. However, Dianabol
    can even trigger unwanted aspect effects corresponding to acne,
    hair loss, and gynecomastia (enlargement of male breasts).
    Restrict alcohol consumption when utilizing D-Bol, and cycle the steroid for not more
    than six weeks to reduce back liver injury.

    Hi-Tech Prescription Drugs Dianabol Tablets are fully legal to buy and to
    take. I’ve personally used CrazyBulk merchandise prior to now and
    I can attest to their high quality and effectiveness.
    When stacked together, these two steroids can help you achieve superb results.

  6. Thailand is understood to be the cheapest country to buy
    Dianabol and different steroids from. We have skilled the most effective outcomes
    when combining a topical retinoid with a topical antibiotic.
    You should use the antibiotic (containing benzoyl peroxide) within the morning and the retinoid at night time.

    One Other androgenic facet effect we see with Dianabol is
    oily skin, or pimples vulgaris. Psychological
    signs involving decreased well-being contribute to steroid
    addiction, with 30% of AAS users turning into dependent (20).

    It is essential to monitor liver well being during a Dianabol cycle and restrict the cycle’s
    size to attenuate potential liver injury. Dianabol’s advantages for muscle growth prolong past simply dimension positive aspects;
    it can additionally assist to improve energy and efficiency
    in customers. The compound enhances protein synthesis,
    which in flip leads to better recovery and progress of
    muscle tissue.
    You can assault every set with an intensity you would never
    sustain earlier than and the load just retains going up.
    It is used primarily as a bulking steroid, run for 4-6 week cycles, generally even eight
    weeks long, however not longer (we’ll get to why later).
    This is necessary as a end result of nitrogen is as much as 16% of all muscle tissue while
    sooner protein synthesis fairly simply speeds up muscle progress.
    Elevated glycogenolysis means more carbs flip into power and less into fats.
    Dianabol is a really powerful steroid and helps to construct
    muscle mass, energy and enhance efficiency.
    Attempt this for fast size, strength, and muscle-building results.
    Remember, the primary aim of PCT is to help the physique regain its
    hormonal steadiness and reduce side effects. It’s essential to
    divide the day by day dose into smaller, equally spaced parts all through the day to maintain up steady blood concentrations.
    D-bal is a pure, side-effects-free replication of Dianabol that is fully legal to use.
    I don’t want irreparable liver harm that can make life into
    hell.
    The complete amount of weight you will acquire depends on lots of
    factors, like your age, training expertise, training
    and food regimen through the cycle, efficiency of your steroids and extra.
    Dbol is meant to add as much muscle mass as potential in the shortest timeframe,
    so some additional weight gain is anticipated. Historically, therapeutic doses of anabolic steroids have
    effectively treated cachexia and osteoporosis. In our experience, his size positive aspects are typical of what a beginner can expect when taking moderate dosages of 15 mg–20 mg/day for 5–6 weeks.
    We have had success utilizing Proviron as a post-cycle remedy also,
    with research exhibiting it to increase sperm count and fertility (42), which is
    dissimilar to different anabolic steroids.
    If you’re looking for a greater, safer, and legal different to
    Dianabol, DBal is your best wager. This will directly
    result in increased hypertrophy, which occurs once we sleep.
    This safer and authorized alternative was developed to give comparable results
    to Dianabol however without any adverse results. You also wants to start with a smaller dose
    and solely improve if needed. Primarily you should be
    dwelling a healthy lifestyle because the inflow of hormones,
    and heavy metals from the Steroid could be detrimental to well being.
    Customers will start to really feel Dianabol nearly immediately, however results might take 2 – three weeks to show themselves.

    You must be trying in the course of your overarching aim, which is hitting
    smaller targets.
    However, it’s authorized to obtain Dianabol (and different steroids) today in international locations similar to Mexico, where they are often bought over-the-counter at a close-by Walmart store
    or local pharmacy. However, in 1990, 32 years after it got here to market,
    Dianabol was banned by the FDA following the Anabolic Steroids Control Act.

    It turned unlawful in the US for non-medicinal causes, as a outcome of a brand new understanding of the steroid’s potential to trigger severe unwanted side effects.

    However, it’s essential to notice that particular person results could differ.

    Nevertheless, notable enhancements in muscularity will still occur, as we now
    have found Dianabol to be the more potent bulking compound compared to testosterone.
    You use these photographs to track muscle features,
    fats loss, and power.

    References:

    valley

  7. By doing so, you will reduce your risk of unwanted aspect effects and maximize
    your results. And all the time remember to speak to your physician before starting any type of cycle.
    This will help reduce the danger of unwanted effects and can let you get essentially the most out of your steroid use.

    If you are trying to get essentially the most out of
    your Anavar and testosterone cycle, be sure to comply with these
    tips. Finally, when utilizing Anavar and testosterone together, it may be very important maintain your
    doses in verify. With insights on the efficacy and security of
    combining Testosterone with Anavar, this text is your roadmap to creating an informed decision. Get
    able to uncover the truth behind the Test and Anavar synergy and the
    means it could revolutionize your coaching routine.
    Joseph P. Tucker is a co-founder of this tiny house, a husband to
    a beautiful spouse, and a health fanatic. He is enthusiastic about helping others achieve
    their fitness and wellness targets, and he loves nothing more than spreading the gospel
    of well being and vitamin throughout the net.
    A technique to prevent overstimulation is to take Anavar doses
    earlier within the day. Anavar’s testosterone-suppressing results, nonetheless, can linger for a quantity of
    months. A common rip-off we have been made aware of is sellers labeling products as Anavar,
    however the uncooked ingredient is Dianabol.

    Dianabol is a really cheap oral to produce; thus, by deceiving individuals in this way, dealers can dramatically
    improve their revenue margin. They are additionally not
    very hepatotoxic, which implies they can be used for longer intervals at a time.

    DHEA has been used continuously for 4–6 months in trials (25), which is ample time to get well endogenous testosterone
    in ladies. Others use capsule cutters to separate 10 mg tablets in half, giving them 4
    x 5 mg doses.
    The solely warning was that pregnant girls should chorus from utilizing the
    drug. Today, anavar cycle results is unlawful for recreational use in almost every country on the planet, except Mexico,
    where it might be bought at a local pharmacy.
    DHT (dihydrotestosterone) is a strong androgen that
    binds to hair follicles on the scalp, leading to miniaturization and inhibited progress.
    The body will produce extra endothelin throughout Anavar supplementation due to it stimulating the RAA (renin-angiotensin-aldosterone) system.
    This results in infected cytokines, a bunch of proteins produced in the kidneys, and markers of elevated stress.
    However, later research indicated that Anavar negatively affects HDL and LDL
    ranges. We have had Anavar customers report large pumps, normally within the lower back, being uncomfortable or painful.

    Relying in your source and quality, you’re probably looking at lots of
    of dollars per cycle quite than 1000’s for HGH.
    For many women, value alone will be the figuring out issue when selecting to use either HGH or Anavar.

    Just like HGH, Anavar has a direct influence on the metabolism, and this
    interprets to powerful fat burning.
    When contemplating Kyiv Cycle Excursions, one of the most enriching aspects is the prospect to explore the city’s various neighborhoods.
    Every space tells its personal story and presents a possibility to
    expertise the rich cultural tapestry that makes Kyiv a captivating vacation spot for cyclists and tourists alike.
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    Think About cycling to Dmytro Petrov Park, the place you
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    Additionally, make sure to try in style
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    If you might be contemplating your journey plans for 2025, Kyiv Cycle Tours provide a novel opportunity to discover the vibrant coronary
    heart of Ukraine’s capital. This lovely city is wealthy in history, tradition, and beautiful
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    Furthermore, cycling through Kyiv allows you to cover extra ground than walking, while nonetheless
    enjoying the picturesque streets and historic sites at your own tempo.
    HGH just isn’t authorized to make use of for efficiency or bodybuilding functions or any use exterior prescribed medical settings.
    All off-label prescribing of HGH is in opposition to the law
    in the Usa and most other countries.
    Males may experience gynecomastia and sexual dysfunction, while girls danger
    irreversible virilization results. Continual use increases the chance of life-threatening situations like liver tumors and blood clots.
    For men beginning their first Anavar cycle, a conservative strategy is vital.

    Results of oxandrolone on plasma lipoproteins and the intravenous
    fat tolerance in man. (6) Schroeder, E. T., Zheng, L., Ong, M.
    D., Martinez, C., Flores, C., Stewart, Y., Azen, C., & Sattler, F.
    R. Effects of androgen therapy on adipose tissue and metabolism in older
    males. The Journal of scientific endocrinology and metabolism,
    89(10), 4863–4872.

  8. Simultaneously, the biking off period after a cycle of Anavar usage is equally essential. Irrespective of how nicely customers may tolerate or thrive on the substance, allowing the physique a restoration period is all the time in one of the best curiosity of one’s well being. This rest interval can last for a few weeks, allowing the body to reset earlier than embarking on a new cycle. Some ladies choose to stack Anavar with Winstrol for much more pronounced fat loss. Whereas this can lead to spectacular outcomes, it additionally will increase the chance of side effects, so caution is key.
    When used appropriately, it supplies an effective efficiency and aesthetic edge — with out the majority or bloating. Lastly, keep in mind the significance of sticking with the really helpful dosage and cycle length. Whereas it may be tempting to up the dose or lengthen the cycle, recklessness could be counterproductive—and possibly, dangerous. Especially as ladies, the chance of virilization signs or imbalanced hormones can solely be reduced by disciplined and careful administration. Don’t rush the progress; good results typically include persistence and consistency. When used with Anavar, Testosterone can enhance the results that users may be looking for. The combined cycle can lead to more pronounced improvements in full body composition.
    It’s perfect for these who need to achieve a lean, toned physique with out the unwanted “bloat” or water retention that some other steroids may cause. Additionally, Anavar helps improve endurance and restoration, making it easier to push by way of powerful workouts and recuperate faster afterward. Compared to different anabolic steroids, Anavar is considered to have a decrease potency in relation to selling weight loss. This is as a result of its primary function is not particularly associated to burning fats, however somewhat growing protein synthesis and selling muscle development. Additionally, preserving a daily and rigorous exercise plan is one other pillar to seeing your required outcomes. Regardless of the goal—be it cutting fat or gaining lean muscle mass—exercise is a non-negotiable part of the equation.
    There is excessive pressure on these people to constantly look in excellent condition, in order that they utilize Anavar as somebody would with testosterone on TRT (testosterone alternative therapy). Thus, it is unlikely that somebody could be examined for steroids within the military, particularly if they are quiet about their use. Nevertheless, they’ll take a look at for steroids, particularly in cases the place they are identified to be rife in a particular unit or if there may be another excuse to suspect someone of utilizing them. Clenbuterol works by stimulating thermogenesis, inflicting an increase in body temperature, and elevating the metabolism. It also stimulates lipolysis by directly concentrating on fats cells through the removing of triglycerides. Trenbolone is predominantly an injectable steroid, with the commonest variations being acetate and enanthate.
    Anavar, primarily a form of exogenous testosterone, will improve pink blood cell production, thus causing superior oxygen supply to the muscles. This official buy route additionally contains real-time buyer assist, skilled utilization steering, and common updates on new stack mixtures for women. Importantly, it minimizes the danger of encountering counterfeit or expired stock — a concern that still plagues the broader complement landscape. On-line coaching platforms typically embrace Anvarol in their ladies’s power packages, offering guidance on tips on how to integrate it into personalized macros and coaching plans. Whether Or Not prepping for a photoshoot, a contest, or just aiming to refine physical form, stacking with Anvarol has turn into a dependable tool within the modern feminine health toolkit.
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