Cyberattack Detection System using Machine Learning
Within the ever-growing and quickly increasing field of cyber security, it is nearly impossible to quantify or justify the explanations why cyber security has such an outsized impact. Permitting malicious threats to run any place, at any time or in any context is a long way from being acceptable, and may cause forceful injury. It particularly applies to the Byzantine web of consumers and using the net and company information that cyber security groups are finding it hard to shield and contain. Cyber security may be a necessary thought for people and families alike, also for businesses, governments, and academic establishments that operate inside the compass of world network or net. With the facility of Machine Learning, we will advance cyber security landscape. Businesses these days are gathering immense amounts of user information. Information is at the heartbeat of any business-critical system you’ll be able to think about. This co-jointly includes infrastructure systems that are being implemented these days. Today’s high-tech infrastructure, that has network and cyber security systems, is gathering tremendous amounts of data and analytics on almost all the key aspects of mission-critical systems. Whereas people still give the key operational oversight and intelligent insights into today’s infrastructure, machine learning and AI are gaining pace and gathering immense momentum in most of the areas of today’s systems, whether or not it’s positioned on premise or within the cyber security house.
Keywords: Machine Learning, cyber security, k-means, Random Forest, SVM etc.
Digital HR Marketing
This study combs through relevant literature, adopts a combination of typical sampling and random sampling, collects three big data technology-driven interactive marketing e-commerce companies in a specific period of Sina Weibo sample data for research,
obtains historical information and data, and constructs a model. Through relevant analysis to eliminate invalid variables, we creatively selected three variables of Internet hot words, activities, and micro topics as independent variables and used marketing effects as dependent variables to carry out empirical analysis and study the marketing innovation of three representative companies based on big data technology. We discussed the use of self-media in interactive marketing e-commerce and the situation of marketing innovation based on self-media, focusing on the interactive relationship between marketing innovation and Internet word-of-mouth (brand image). Through research, we have derived the three-force model, which is the biggest result of this research, and provided a reference model for interactive marketing e-commerce companies to carry out follow-up marketing innovation based on the media. Limited to the level of research and ability, there are some deficiencies in the research, such as barrage marketing, big data marketing, and emotional computing, that have not been analyzed in depth. This article fully considers the dependence of small and medium e-commerce companies on e-commerce platforms in the era of big data and conducteddetailed market research on their precision marketing strategies in the era of big data. This will be a new field that does not come from media marketing. This article intends to summarize a series of experiences and laws from special to general, from individuality to generality, so as to give full play to the role of personalized marketing in increasing website traffic and order conversion, in order to personalize the use of data by other e-commerce companies with marketing provides some valuable experiences and methods
for reference.
Digital Technology in Agriculture
Rural creation is the foundation of food security, sustenance security, supportable turn of events and neediness lightening in India. The
agribusiness area contributes around 18% of the absolute GDP (Gross domestic product) and practically 40% of all out NDP (Net Homegrown Item). Almost 64% of the absolute labor force is utilized in agriculture or agribusiness-based organizations. However, there is still a ton of potential in farming that hasn’t been diverted. In India’s provincial regions, ranchers are delivering the greater part of the nation’s food. However, they are falling behind a direct result of a bunch of difficulties that they face, because of both inward and outer variables. Provokes, for example, restricted admittance to innovation, market imposing business model, occasional movements, biased data stream, and the sky is the limit from there, that are influencing their general development. Tech may very well be the answer for all ranch issues. New innovation in agribusiness could assist ranchers with estimating environment all the more precisely, lessen water use, increment returns and lift their net benefits. According to a gauge, the utilization of new innovation in Indian horticulture canhelp in saving $2 billion in a year with each rancher saving $16 each. The
ENHANCE YOUR SPOKEN SKILLS IN ENGLISH
This book, titled, Enhance Your Spoken Skills in English, besides delivering manifold language benefits, reflects to develop learners’/students’ ability to use English accurately, appropriately and fluently for face-to-face interactions/conversations, written and electronic communications in academic, social and professional perspectives.
The motto behind the tailor and design of the book is to bring out more practical, strategic and essential features of Spoken English, grammar in the context of common errors. When learners/students go through this book, they don’t just read but practise in daily life scenarios what they learn from it.
In addition, the book primarily addresses to average/slow learners of English and to those who wish to enrich their English language skills, exclusively speaking skills. It intends to inculcate supportive and communicative good English in them. It is also a self-study and self-preparation guide book.
The contents in the book are well-organised in four useful sections such as 1) communication skills: verbal and non-verbal, 2) practical tips with sample expressions for the overall development of spoken English skills, 3) common errors, sentence improvements, modals, preposition, tenses, and 4) self-assessment practices and check your progress. These four sections are presented into a notable and easy-to-understand pack of altogether thirty units on very relevant topics.
Highlights/features of book:
- Grasping skills in verbal and non-verbal communications
- Learning to speak fluently, spontaneously and confidently
- Building conversation skills with real-life dialogues
- Focusing on everyday language/sentences/expressions in contexts
- Prescribing strategies/ways to improve speaking skills
- Offering quick and easy modes of effective speaking
- Providing tools to overcome common challenges in speaking English and writing English
- Presenting insightful discussions on Language skills (listening, speaking, writing, reading), career skills, people skills, interpersonal skills, intrapersonal skills, soft skills, hard skills, interviews, group discussion, presentation, extempore presentation, debate, role playing, public speech, report writing, etc.
- Accelerating fluency through grammatical items such as Modals, Tenses, Prepositions, Common Errors
- Practices with useful and practical exercises
FORMAL AND INFORMAL SECTOR: CAUSES, CONSEQUENCES AND GOVERNMENT MEASURES IN SOCIO-ECONOMIC DEVELOPMENT
Common pool resources (CRPs) such as canal irrigation, fishery, forest, tank
water etc. are safe- guards and foundation for rural livelihood especially for
the developing nations like India. This is particularly true for the developing
countries where the small-scale sector like fishery normally accounts for
employment and a significant share of the fishery output (Kurien, 1998). CPRs
face problems of overuse, because they are non-excludable and subtractable
2 | Formal and Informal Sector: Causes, Consequences and Government Measures in…
(Ostrom, 1990). Hence, overuse of a common pool resource can lead to the
tragedy of common problem (Hardin, 1968). Commons that are not owned by
anyone are called open-access resources, where user’s self-interest leads to the
destruction of the resource in the long term to the disadvantage of everyone.
According to Coase (1960), the solution to overuse (negative externality) is
to hand over property right which internalized the externality. But, the
imposition of property right not easy due to high transaction cost (Sarkar and
Ray, 2019) due to high level of conflict that is low level of trust and cooperation,
political inefficiency, asymmetric information and non- participation of
local communities. As a result, market approach and command and control
based approach failed to manage commons. Moreover, state-led commandand-control based protection of these resources has resulted in conflicts in
many countries. Power, Policy and Property owners cleverly allocate more
benefit and less cost in self-favour leaving the opposite for (their neighbor)
Poor People (Sarkar, 2021). These conflicts are escalating and if sustained to be
ignored, they can escalate and result into further degradation of CPRs, erosion
of social and human capital and pose momentous challenges to sustainable
rural livelihoods (Castro and Nielsen, 2003). Therefore, the policy and incentive
mechanism environment for CPRs management is changing dramatically
from centralized top-down conservation approaches to community-based
livelihood approaches or collaborative management which is increasingly
seen as offering pro-poor alternative to resources management (Agrawal and
Gibson, 1999).
Cooperation is essential for sustainable management of cooperativ
Generating endless ideas
Our Invention “Intelligent LED Flat Screen Monitor takes Selfies Pictures and Video Recording” is in LED level screen embed working in webcam, Mike, speakers with sound and video record choice and Able to take selfies pictures and video recording from the level screens which ought to be utilized in personal computers. A selfie is a sort of self-portrayal photograph, ordinarily taken with a hand-held automated camera or camera phone. Selfies are every now and again associated with casual correspondence, as Instagram. Video is an electronic mechanism for the recording, replicating, playback, broadcasting, and show of moving visual media. Video was first produced for mechanical TV frameworks, which were immediately supplanted by cathode-beam tube frameworks which were subsequently supplanted by level board showcases of a few kinds.
