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According to data from cryptocurrency data and analysis company CoinGecko, assets invested in exchange-traded funds (ETFs) linked to the spot price of bitcoin have reached a total of $4.16 billion.

Canada’s Significant Contribution

Canada has emerged as a prominent player in this space, with nearly $2 billion of the global assets invested in seven spot bitcoin ETFs launched in the country since 2021. The Purpose Bitcoin ETF, based in Canada, leads the pack with $819.1 million in assets, making it the largest among the 20 ETFs in this category.

While the United States has thus far approved only futures-based Bitcoin ETFs like ProShares Bitcoin Strategy, boasting about $1.2 billion in assets, the country’s regulators are reviewing up to ten applications for spot-based ETFs.

Debate Over ETF Types

Advocates of spot-based ETFs argue that futures-based alternatives are an imprecise and more costly method of tracking bitcoin’s performance within an exchange-traded product. However, the SEC has denied all spot bitcoin ETF applications, citing concerns about the protection of investors from potential market manipulation.

Other regulatory regimes have been more welcoming. Germany’s ETC Group Physical Bitcoin ETF, launched in June 2020, now holds $802 million in assets, making it the second-largest globally. Europe hosts seven other spot Bitcoin ETFs, often incorporated in tax havens such as Jersey, the Cayman Islands, and Liechtenstein. Smaller products are also traded in Brazil and Australia.

Future Prospects

The potential size of the U.S. spot bitcoin ETF market is a subject of debate, with initial estimates suggesting demand of at least $1 billion on the first day. Whether the forthcoming U.S. spot bitcoin ETFs can outpace their Canadian and German counterparts and attract strong investor interest remains to be seen, as the market dynamics continue to evolve.

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5 Reasons Why Your Chatbot Needs Natural Language Processing by Mitul Makadia

natural language processing chatbot

In fact, this chatbot technology can solve two of the most frustrating aspects of customer service, namely, having to repeat yourself and being put on hold. And that’s understandable when you consider that NLP for chatbots can improve customer communication. natural language processing chatbot However, if you’re using your chatbot as part of your call center or communications strategy as a whole, you will need to invest in NLP. This function is highly beneficial for chatbots that answer plenty of questions throughout the day.

natural language processing chatbot

If there is one industry that needs to avoid misunderstanding, it’s healthcare. NLP chatbot’s ability to converse with users in natural language allows them to accurately identify the intent and also convey the right response. Mainly used to secure feedback from the patient, maintain the review, and assist in the root cause analysis, NLP chatbots help the healthcare industry perform efficiently. With its intelligence, the key feature of the NLP chatbot is that one can ask questions in different ways rather than just using the keywords offered by the chatbot. Companies can train their AI-powered chatbot to understand a range of questions.

ChatGPT The era of AI begins

Deep learning capabilities allow AI chatbots to become more accurate over time, which in turns allows humans to interact with AI chatbots in a more natural, free-flowing way without being misunderstood. Conversational artificial intelligence (AI) refers to technologies, like chatbots or virtual agents, which users can talk to. These chatbots use techniques such as tokenization, part-of-speech tagging, and intent recognition to process and understand user inputs. NLP-based chatbots can be integrated into various platforms such as websites, messaging apps, and virtual assistants. Artificially intelligent ai chatbots, as the name suggests, are designed to mimic human-like traits and responses. NLP (Natural Language Processing) plays a significant role in enabling these chatbots to understand the nuances and subtleties of human conversation.

natural language processing chatbot

For example, if there are two sentences “I am going to make dinner” and “What make is your laptop” and “make” is the token that’s being processed. Hence, teaching the model to choose between stem and lem for a given token is a very significant step in the training process. NLU is something that improves the computer’s reading comprehension whereas NLG is something that allows computers to write. The award-winning Khoros platform helps brands harness the power of human connection across every digital interaction to stay all-ways connected.

Frequently Asked Questions

When a user inputs a query, or in the case of chatbots with speech-to-text conversion modules, speaks a query, the chatbot replies according to the predefined script within its library. One drawback of this type of chatbot is that users must structure their queries very precisely, using comma-separated commands or other regular expressions, to facilitate string analysis and understanding. This makes it challenging to integrate these chatbots with NLP-supported speech-to-text conversion modules, and they are rarely suitable for conversion into intelligent virtual assistants. NLP, or Natural Language Processing, stands for teaching machines to understand human speech and spoken words.

Don’t waste your time focusing on use cases that are highly unlikely to occur any time soon. You can come back to those when your bot is popular and the probability of that corner case taking place is more significant. There is a lesson here… don’t hinder the bot creation process by handling corner cases. Consequently, it’s easier to design a natural-sounding, fluent narrative.

Advanced Support Automation

Make adjustments as you progress and don’t launch until you’re certain it’s ready to interact with customers. For instance, a B2C ecommerce store catering to younger audiences might want a more conversational, laid-back tone. However, a chatbot for a medical center, law firm, or serious B2B enterprise may want to keep things strictly professional at all times. Disney used NLP technology to create a chatbot based on a character from the popular 2016 movie, Zootopia. Users can actually converse with Officer Judy Hopps, who needs help solving a series of crimes.

New Theory Suggests Chatbots Can Understand Text – Quanta Magazine

New Theory Suggests Chatbots Can Understand Text.

Posted: Mon, 22 Jan 2024 08:00:00 GMT [source]

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The billionaire tech entrepreneur Elon Musk predicts that artificial intelligence (AI) will become the “most disruptive force in history” and may eventually replace human labor in all fields.

According to him, artificial intelligence (AI) has the ability to outsmart humans and complete any activity, creating a society in which employment is optional.

Elon Musk Talks About AI at the UK Summit as a Potential “Disruptive Force”
Musk addressed Prime Minister Rishi Sunak at a formal UK government function ,saying:

“AI has the capacity to emerge as the greatest disruptive force in human history.”

In his vision of the future, people would labor just for their own gratification. This is due to the fact that AI might perform any task. Musk continued, saying:

“There will come a time when no job is needed, though it’s difficult to pinpoint exactly when that will happen.”

The owner of Tesla, SpaceX, and X (previously known as Twitter), Elon Musk, has issued numerous alerts regarding the possible dangers posed by AI.

He once demanded a halt to the creation of artificial intelligence (AI) more sophisticated than OpenAI’s GPT-4 program, comparing its possible threat to that of nuclear weapons.

AI-Powered Data Gathering
Musk may have some misgivings, but his businesses are actively engaged in AI research. Recently, Musk’s company X amended its privacy policy to collect a lot of customer data, including biometric and job history. This information will drive projects like AI development and employment matching, transforming X from a basic social media network into a comprehensive offering.

With the help of X’s new privacy policy, it is permitted to collect comprehensive user data. This covers talents, biometric information, work history, education, and job search activities. As per the revised policy,

“X says it will share users’ profiles with potential employers and use this data to recommend jobs to users.”

Additionally, the platform plans to train AI and machine learning models using this data.

Although some see these changes as a positive step toward X becoming a “everything app,” privacy activists are concerned. They contend that individuals need to have more say over the uses of their data, particularly when it comes to the advancement of AI.

Musk’s idea of an AI-powered, jobless future raises concerns about the nature of work in general and meaning of life. As AI develops, the discussion about its effects on the economy, society, and individual lives will only get more heated. As Elon Musk pointed out, “One of the challenges in the future will be how do we find meaning in life.”

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ETF

Steven McClurg, Chief Investment Officer at Valkyrie Investments, expresses optimism for a US Securities and Exchange Commission (SEC) approval of a spot Bitcoin ETF by November’s end, a significant development for the cryptocurrency market.

Valkyrie Investments is actively pursuing SEC approval for a spot Bitcoin ETF. The firm currently manages two Bitcoin-related ETFs. McClurg anticipates a second round of comments on Valkyrie’s spot Bitcoin ETF application in the coming weeks, potentially setting the stage for rule changes (19b-4) approval by November’s end.

Timeline for Approval and Launch

Should the SEC grant approval late in November, the ETF‘s launch could occur in February. McClurg envisions the SEC might request applicants to finalize their S-1 filings in January, a prerequisite for ETFs to begin trading.

Recent weeks have seen the SEC meticulously reviewing spot Bitcoin ETF applications, focusing on aspects like risk disclosures, index methodologies, Net Asset Value (NAV) calculations, environmental risks, and custody practices. Notably, amendments to applications, as seen in submissions by BlackRock and VanEck, have added clarity to initial fund-seeding processes.

Cautious Optimism

Industry experts remain cautiously optimistic about potential approval. Challenges like market manipulation and custody concerns persist, but the demand for spot Bitcoin ETFs is substantial. Estimates suggest billions of dollars could flow into these products within the first few months after launch.

Valkyrie filed a revised spot Bitcoin ETF application on October 30, outlining the Valkyrie ETF’s proposed listing on the Nasdaq Stock Market under the ticker “BRRR.” This move aligns with a broader trend where firms are amending their spot Bitcoin ETF applications in anticipation of regulatory approval.

As of the latest data, Bitcoin was trading at $34,456, moving within an upward trending channel in shorter timeframes.

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Bitcoin could surge to $56,000 by December 31, maintaining its historical pattern of bullish momentum in the final months of the year, as forecasted by crypto services provider Matrixport.

A Bullish Momentum

Markus Thielen, Head of Research and Strategy at Matrixport, noted that if Bitcoin is up by at least +100% by this time of the year, there’s a +71% chance that it will finish the year on a higher note. He likens this trend to Bitcoin’s version of a “Santa Claus Rally,” which typically culminates by December 18th, encompassing the six to seven weeks from early November to mid-December.

As of the present, Bitcoin is trading above $35,000, reflecting a remarkable 114% gain year-to-date. Several factors contribute to this impressive rise, including optimism surrounding a spot ETF, speculation about the Federal Reserve’s liquidity tightening cycle reaching its peak, and increased demand from investors.

Optimistic Projections

Matrixport‘s analysis suggests that Bitcoin could experience a 65% price surge by year-end, potentially pushing it beyond $65,000. This positive outlook is based on historical data, where in seven out of the past 12 years, Bitcoin recorded at least 100% gains in the first 10 months, followed by an average 65% increase in the final eight weeks.

If Bitcoin is up at least +100% by this time of the year, then there is a +71% it will rally further by 65% or more by Dec. 31 

Thielen’s analysis also highlights that when Bitcoin has increased by at least +50% by the end of October, there is, on average, a 78% likelihood that it will continue to rise further into the year-end. In seven out of nine previous instances, Bitcoin saw an additional +68% gain until the year’s end. These conclusions are based on thirteen years of Bitcoin’s historical data.

It’s important to note that past performance does not guarantee future results, but given the upcoming bullish mining reward halving early next year, the likelihood of history repeating itself remains high. As Bitcoin continues to exhibit strong upward potential, the possibility of a $56,000 price point by the end of the year appears feasible.

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Bitcoin

In October, the crypto market saw a significant surge, with Bitcoin (BTC) leading the charge. Bitcoin’s value jumped more than 27%, reaching a 17-month high of $35,000, after hovering around $27,000 earlier in the month. This rally was largely attributed to growing optimism surrounding the potential approval of Bitcoin ETFs in the United States.

The collective market capitalization of all cryptocurrencies also rose nearly 19% to $1.255 trillion, the most substantial increase since January.

Bitcoin ETFs and Their Impact

Bitcoin ETFs hold great promise for the cryptocurrency, as they provide an accessible way for average investors to enter the market. The rejection of Grayscale Bitcoin Trust‘s (GBTC) conversion into an ETF was challenged in court, increasing the likelihood of SEC approval for such products, and potentially opening doors for other ETF applications.

While the overall crypto market experienced gains, not all sectors benefited equally. The CoinDesk DeFi Index (DCF), which covers decentralized finance-related tokens, posted a modest 7% gain. Ethereum’s Ether (ETH) had a 7% increase, while the CoinDesk Computing Sector (CPU), focused on Web3 infrastructure and distributed computing, surged by almost 32%.

Crypto sector returns in October (CoinDesk)

Solana (SOL) was a standout performer with a remarkable 70% monthly return, driven by increased network activity and reduced concerns about token sales.

Factors Behind the Rally

Investor excitement about potential Bitcoin ETFs in the U.S. played a significant role in the October rally. Analysts anticipate ETF approvals by December, and rising BTC derivatives funding rates indicated traders “panic bought” to join the rally. Sector-specific momentum, short liquidations, and macroeconomic factors also contributed to the price increase, according to CoinMetrics.

BTC rallied in October on a confluence of catalysts (CoinMetrics)

Following its impressive October performance, analysts believe Bitcoin still has room to grow. Some foresee a target of $40,000 shortly. Despite the exuberant sentiment, Bitcoin’s upward momentum is expected to persist, making it a cryptocurrency to watch in the coming weeks.

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In the wake of renewed optimism surrounding the potential approval of a US Bitcoin exchange-traded fund (ETF), the cryptocurrency market is showing signs of life after a period of stagnation. This resurgence has driven significant gains in Bitcoin (BTC) and Ether (ETH) prices. Alex Thorn, the head of firm-wide research at Galaxy, has raised the possibility of a gamma squeeze for Bitcoin, the world’s largest digital asset.

What is a Gamma Squeeze?

A gamma squeeze is a situation that compels options dealers to rapidly adjust their spot exposure, typically leading to increased price volatility. Negative gamma, as Thorn explained, forces dealers to purchase substantial amounts of Bitcoin as its price rises to maintain a delta-neutral position.

Thorn highlighted that if Bitcoin‘s price were to reach the range of $35,750 to $36,000, options dealers would need to acquire an additional $20 million worth of spot Bitcoin for each 1% increase in price.

Factors Influencing the Market

Despite last week’s options expiries, Thorn believes that the conditions for a gamma squeeze remain feasible. He also noted a growing disparity between Bitcoin held by long-term investors and that which has moved in the last 24 hours, indicating reduced on-chain liquidity.

Based on the 4-year rolling Z-score, Thorn asserted that Bitcoin remains structurally sound and not overvalued. Notably, he pointed out that 83% of Bitcoin’s supply has not been moved since it was priced lower than it currently is, indicating a tight cost basis between the current price and the range of $38,400 to $39,100.

Differing Opinions

While Thorn’s analysis has found some agreement, others like Lachlan Feeney, founder and CEO of Labrys, anticipate a calmer market after the recent activity. Le Shi, Head of Trading at Auros, cautioned against overestimating the impact of the assumed $20 million worth of purchases per 1% price increase, citing Bitcoin‘s liquidity and the likelihood of long gamma position holders hedging in the opposite direction during a rally.

In conclusion, the cryptocurrency market is abuzz with the potential for a gamma squeeze in Bitcoin, driven by renewed ETF optimism and increased price volatility, but differing opinions exist regarding the extent of its impact.

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Crypto enthusiasts are on the edge of their seats as Bitcoin teases a potential surge. Alex Thorn, Head of Firmwide Research, suggests that a pivotal moment is approaching, with Bitcoin’s price eyeing the $35,750 to $36,000 resistance level. Thorn emphasizes the importance of this price zone, as it represents a key liquidation barrier closely monitored by derivatives traders.

Bullish Momentum Awaits a Breakthrough

Should the bulls gain the upper hand and breach this resistance, the crypto market may experience a significant uptick in demand. Thorn draws parallels between the current Bitcoin setup and the explosive events of the past week. While Bitcoin’s current spot rates remain stable, they hover around 2023 highs, with buyers anticipating further gains amid improving market sentiment.

Bitcoin price on October 30| Source: BTCUSDT on Binance, TradingView

While many are fixated on the potential approval of a spot Bitcoin Exchange-Traded Fund (ETF) by the United States Securities and Exchange Commission (SEC) as a catalyst for the next rally, Thorn has his eyes firmly fixed on the derivatives market. According to his analysis, options traders will play a pivotal role in driving the next bull run.

The $36,000 Threshold Explained

Thorn’s assessment suggests that once Bitcoin breaches the $35,750 to $36,000 zone, options dealers will need to purchase $20 million worth of spot BTC for every 1% increase in price. This surge in spot BTC buying stems from the need for options dealers to maintain a “delta neutral” position following a “gamma squeeze,” which previously drove prices higher.

Bitcoin gamma profile|Source: Alex Thorn on X

A gamma squeeze occurs when a surge in call (buy) options purchases compels options dealers, primarily market makers, to buy the underlying asset, which, in this case, is Bitcoin. This buying is done to hedge their positions and maintain a delta-neutral stance. The technical analysis points towards a potential gamma squeeze due to the current setup and trends, particularly in the daily chart.

Mixed Metrics, but a Healthy Position

Thorn also observes a discrepancy in the supply held by speculators and long-term holders, indicating potential dwindling on-chain liquidity. However, the Z-Score ratio of market price to realized price paints a positive picture, suggesting that Bitcoin is in a “healthy” position.

As of October 30, Bitcoin is in a bullish breakout formation, with traders exhibiting strong bullish sentiment. The sustainability of this upward trend hinges on whether buyers can push the coin past recent highs, keeping it clear of the breakout level around $32,000. Crypto enthusiasts eagerly await the outcome as Bitcoin stands at the precipice of a potentially remarkable bull run.

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Gensler

A recently unearthed video from 2019 has brought to light Gary Gensler‘s prior criticism of the U.S. Securities and Exchange Commission (SEC), where he expressed reservations about the regulator’s handling of spot Bitcoin products. This video, featuring Gensler’s address at the MIT Bitcoin Expo, has drawn attention for its contrast with his current stance on spot Bitcoin exchange-traded funds (ETFs).

A Shift in Perspective

In the video, Gensler engaged in a fireside chat with SEC Commissioner Hester Peirce, discussing blockchain regulation. He highlighted the presence of Bitcoin futures and the absence of Bitcoin ETFs at that time, deeming this situation “inconsistent.” Gensler pointed out the similarities in the regulatory framework governing Bitcoin and Ethereum futures and ETFs. This rediscovered video has sparked inquiries into the evolution of his stance since assuming the role of SEC chairman.

SEC’s Current Approach to Bitcoin ETFs

Since Gary Gensler assumed the helm, the SEC has consistently denied, delayed, or pushed back applications for spot Bitcoin ETFs. Concerns regarding market manipulation and investor protection have been cited as reasons for these actions. Notably, the SEC has approved Bitcoin and Ethereum futures ETFs, yet spot Bitcoin ETFs have not received the green light.

A prominent case involving asset manager Grayscale further underscores the contentious landscape. Grayscale filed a lawsuit against the SEC after the rejection of its proposal to convert its existing Bitcoin trust into a spot ETF. In a legal ruling, the SEC’s denial was deemed “unjustifiably arbitrary.” Importantly, the SEC opted not to challenge this verdict on appeal.

The rediscovery of this video has ignited discussions within the cryptocurrency community. Some have highlighted the apparent inconsistency between Gensler’s earlier comments and his current approach to Bitcoin ETFs.

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Bitcoin has experienced a positive week of trading, with the cryptocurrency managing to defend the $34,000 level after a brief slip below it. While Bitcoin remains a dominant force in the market, several altcoins have shown notable strength, including Chainlink, Aptos, and Cardano.

BTC’s Resilient Week

Bitcoin‘s favorable week began with the cryptocurrency decisively reclaiming the $30,000 level on Monday. The positive momentum continued, leading to a substantial price surge, pushing Bitcoin to its highest price in approximately a year and a half, reaching $35,200. Speculation about the potential approval of BlackRock‘s spot Bitcoin ETF application and an intriguing ticker symbol mystery contributed to the bullish sentiment, pushing the Fear and Greed index into a deep ‘greed’ territory. Although Bitcoin retraced slightly after reaching the multi-month peak, it made a strong recovery on Thursday, testing $35,000 once again. However, it faced resistance at this level and subsequently dipped below $33,500.

BTCUSD. Source: TradingView

Despite the setback, Bitcoin swiftly bounced back and is currently trading just above $34,000. Its market capitalization has decreased to $665 billion, and its dominance in the altcoin market has slightly declined to 52.9%.

Altcoin Performance

In contrast to Bitcoin’s minor fluctuations, several altcoins have displayed noteworthy movements. TONcoin and Dogecoin are among the larger-cap altcoins that have seen daily declines of 2-3%.

On the positive side, Ethereum (ETH), Binance Coin (BNB), TRON (TRX), Polygon (MATIC), Polkadot (DOT), and Litecoin (LTC) have posted minor gains. Cardano (ADA) has experienced a 3.6% increase and is trading close to $0.3, while Chainlink (LINK) has surged by over 5% and is trading above $11. Other altcoins, such as Aptos (APT) with a 6% gain, NEAR (5.5%), Internet Computer (ICP) with 3.5%, and VeChain (VET) with 2.5%, have also seen notable price increases.

Cryptocurrency Market Overview. Source: Quantify Crypto

The total market capitalization has remained relatively stable, hovering around $1.25 trillion. This week has seen a dynamic interplay between Bitcoin’s resilience and the promising performances of various altcoins.

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