Machine Learning Professional Advanced Course _ Machine learning

At present, the application of machine learning business is more in communication and finance. Large data, machine learning these concepts have been popularized in recent years, but many researchers have worked in this field more than 10 years earlier. Now finally ushered in their own tuyere. I will use the professional experience of millions of machine-learning professionals, so that we have a comparative understanding of career development in this field.

Male | 39 years old 14 work experience | Dr

XX Internet finance Company | Data Decision Center | Technical experts (distributed large-scale machine learning + depth learning direction) job monthly salary (before tax): 1400000 yuan/month

Job Description:

As the company's only technical experts, the overall control of large-scale machine learning + in-depth learning direction of technical practice, team building and cutting-edge research and development:

(1) Based on CPU cluster practice: Hadoop+spark distributed large data platform machine learning modeling and application

(2) based on GPU cluster practice: TensorFlow for deep learning modeling and application

(3) Advanced Research on Artificial intelligence: strengthening learning, generating confrontation network and migrating learning

XX Technology Co., Ltd. | Administrative Service Department (XX group level) | Data Modeling Specialist (machine & depth learning)

Industry: Communications/Telecommunications (equipment/operations/value-added)

Job Description:

As the only data management expert in the First Division, focus on two directions for large data modeling:

(1) Machine learning modeling based on Spark: Mllib Distributed machine learning modeling (vehicle real-time trajectory, character position and relationship modeling)

(2) Advanced learning Modeling based on GPU: image recognition and scene matching modeling application

China XX Group Network Security Information Co., Ltd. | Data Mining Manager & large Data Platform assistant manager

Industry: Internet/Mobile Internet/e-commerce

Job Description:

Large data modeling leader (only 1 of the entire business unit for data mining experts):

(1) Based on Internet Text Modeling: Responsible for modeling direction, technology selection and coding implementation (spark machine learning, depth learning technology). Product development including text categorization, emotional judgment, thematic clustering, events, and social relationships among people.

(2) Modeling based on network security: Responsible for modeling direction, technology selection and coding implementation (spark machine learning, depth learning technology). Large data modeling including network attack, anomaly detection, attack path judgment and so on.

Division of Technical Review Committee members: (1) The organization of large data modeling, such as the preparation of major technical programs. (2) Participate in the review of major technical projects. (3) Participate in the implementation of specific modeling process and coding.

XX Group | Marketing Department | Market management Analysis

Industry: Communications/Telecommunications (equipment/operations/value-added)

Job Description:

(1) Comprehensive management analysis: one of the members of the Company-level Integrated Operations Analysis Team (consisting of a lead person from each core department, my role is to participate in the data analysis and decision-making proposal on behalf of the marketing department), responsible for the collation and submission of the provincial market operation analysis data, leading and participating in the discussion and writing of the report For the company's management and departments to lead the market decision-making.

(2) Large data technology and modeling: responsible for the implementation of large-scale data modeling and application in the province, led the organization of large data technology selection, industry exchanges and internal management (including open source Hadoop+spark technology).

(3) Large Data topic research: Based on mobile large data scene, responsible for the preparation of the provincial market major business issues of the topic Analysis, guide the branch to carry out fine marketing, and put forward further improvement of direction and opinion. With marketing planning, channels, terminals, broadband and other professional lines of data support work. Be responsible for the BI system of market operation, realize large data visualization, support high-level decision.

China XX Co., Ltd. (Hong Kong) | Investor Relations Department | Data Analysis Manager (Financial modeling direction)

Job Description:

(1) Job Responsibilities: XX group participated in the internal selection (the whole group from the hundreds of internal applicants only 1 people), was sent to Hong Kong for 2 years, the task of data Analysis Manager position (the position in Hong Kong only 1 people, ranks equivalent to China XX Group Senior project manager).

(2) Industry research: Participate in the company's annual reports, semi-annual reports and other materials to discuss and prepare, the international telecommunications industry and overseas major telecommunications operators related data collection, collation, establish a database, the global telecommunications industry, the special analysis. Participated in the annual report of three Chinese telecom operators in Hong Kong, the half annual report investment bank analyst meeting, prepares the q&a question and answer material, makes the meeting summary. Industry dynamic tracking and horizontal comparative analysis, writing Telecom industry research reports, forecasting the main trends in the future development of the industry. (3) Macroscopic research: summarizing the main views and strategies of the international investment banks on the Asia-Pacific, Hong Kong and China stock markets, reading their investment strategies and industry research, stock reports, and submitting the reports to the management of China Mobile group; tracking the dynamics of Hong Kong's capital markets and analyzing the reasons for the fluctuations in the market and company stock Looking for a reasonable explanation, closely tracking the macroeconomic indicators of cross-regional markets and the overall trend of future change. (4) Company valuation and investment behavior tracking: To summarize and follow the evaluation, forecast and target price valuation, simulation valuation model and pricing process of the international famous investment Bank on China Mobile (HKEx code HTTP://00941.HK) performance, summarize the long-term and short-term factors that affect the company's valuation. To study and analyze the investment behavior, position structure, investment style and characteristics of institutional investors, and to study the influence of investors ' investment preference and investment behavior on stocks, industries and regional markets. Through the disclosure data of institutional investors, this paper empirically analyzes investors ' investment strategy, asset allocation and the behavior of stock increase and decrease.

XX Guangzhou Branch | Marketing Department | Team Leader (Data mining direction)

Industry: Communications/Telecommunications (equipment/operations/value-added)

Job Description:

(1) Data analysis and Modeling:

1. Responsible for maintaining the Customer service center Sybase database, familiar with database table maintenance, regular SQL operations.

2.SAS software dedicated to establish VIP customer loss warning, value tracking model.

3. Customer service analysis and monthly business analysis, completed a number of special analysis reports.

Education background:

XX University

Professional Name: Financial Science

Education/Degree: PhD full-time: No

September 2000--July 2003 XX University of Finance and economics

Professional Name: Quantitative economics

Education/Degree: Master's full-time recruitment: Yes

September 1996--July 2000 xx Normal University

Professional Name: Mathematics and Applied Mathematics

Education/Degree: Undergraduate full-time recruitment: Yes

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